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PRI · Earnings-call lab · 41 calls graded · 2016–2026

Primerica, Inc.

The call grade, management's tone measured against 177,437 other calls, what changed since the quarter before, and every one of the 500 checks.

500checks per call
41calls analyzed
2016–2026coverage
NEWESTQ1 2026 call
2026-06-01 · 500 / 500 checks · members only
LockedStarter · $1 first week
AI call read
Grade locked
Grade and plain-English verdict
Expected 45-day move
Locked
Move size estimate, not direction
AI checks completed
500/ 500
Every check answered YES or NO

This is the current report. Unlock its call read, expected move size, and all 500 answers.

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OPENQ4 2025 call
2026-02-12 · 7 analysts · 14 questions · 500 / 500 checks
Free · full reportThe quarter before the newest
B
Call grade · Better than 59% of 177,437 calls
Solid call. Management held guidance steady against mixed demand signals. The delivery was unusually candid, rich in specifics.
Management toneResultTypical range · middle half of all callsFlag
Candor7 /9
—
Evasion2 /9
—
Specificity8 /9
—
Confidence7 /9
—
Uncertainty5 /9
—
Promotion4 /9
—
Stress2 /9
—
Complexity4 /9
—
Since the quarter before · Q2 2025 → Q4 2025
Guidance mixedmaintainedDemand mixedMargins stablePricing stableHeadcount growingflatCapex increasing⚑ Critic ammunition✓ Skeptic reassured✓ Guidance underwritable✓ Resolves doubtsHidden segmentDirection beats results
Notable checks detected
  • Does the operator announce more than five questioners?
  • Is there a questioner from an investment bank other than the first three analysts who ask questions?
  • Are there more than ten analyst questions in total?
  • Does the operator mention a queue or "next question" more than three times?
Lab panel · Q4 2025 call

30 markers, measured against 177,437 calls

Language counted straight from the transcript, behaviour read by the 500 checks, tone above. The band is the middle half of every call we have graded; a flag means this call sits outside it.

3 flags on this call
LanguageResultTypical range · middle half of all callsFlag
AI mentionsTimes management said AI, generative, LLM or agentic.10 mentions
typical 0–0
H
"Great question"Management praising a question before answering it.1 times
typical 0–1
—
Thank-yousEvery thanks on the call, in both directions.26 times
typical 13–31
—
BuzzwordsSynergies, headwinds, flywheels, best-in-class and friends.1.1 /1k words
typical 0.6–1.8
—
HedgesSort of, kind of, roughly, I think, probably.12.1 /1k words
typical 5.5–10.5
H
SuperlativesRecord, unprecedented, tremendous, incredible.2.4 /1k words
typical 0.3–1.2
H
Outside forcesMacro, weather, currency, tariffs, supply chain.4 mentions
typical 1–9
—
Stonewalls"Not going to comment", "we don't break that out".0 times
typical 0–0
—
NumbersFigures per thousand words of management speech. Low means vague.22.7 /1k words
typical 21.2–35.3
—
"Excited"Excited, exciting, thrilled.0 times
typical 0–3
—
Script shareShare of the call spent on prepared remarks rather than questions.27% % of call
typical 35%–55%
—
CEO shareHow much of the talking the CEO did.67% % of mgmt words
typical 29%–68%
—
Longest answerThe longest single management answer in the Q&A.329 words
typical 249–461
—
Reading levelFlesch–Kincaid grade level of management answers.8.3 US grade
typical 7.6–9.6
—
Behaviour · from the 500 checksDetectedTypical range · middle half of all callsFlag
FlatteryCompliments, thank-yous and first names between analysts and management.29 of 49
typical 16–30
—
DodgingQuestions declined, deferred or answered with a different question.8 of 15
typical 5–9
—
BlameResults attributed to weather, macro, currency or other outside forces.12 of 27
typical 3–12
—
HypeSuperlatives and excitement in management language.2 of 11
typical 2–8
—
Analyst pushbackHow hard the analysts pressed: follow-ups, two-part questions, challenges.9 of 22
typical 5–10
—
ConfessionAdmissions, apologies and self-corrections.3 of 11
typical 1–5
—
Call theaterStage management: operator mechanics, scripted cues, "color".18 of 33
typical 12–19
—
Capital returns talkAttention paid to buybacks, dividends, M&A and the balance sheet.5 of 7
typical 1–5
—
Counts are literal: "AI mentions" is the number of times management said it. Behaviour indices count how many checks in a themed group came back YES. Rankings across all companies →
Full transparency

All 500 AI checks

Q4 2025 · 500 checks

Every answer is below. Open any check to see what its YES or NO means.

500checked
248detected
252not detected
YES Does an executive answer a question by describing a process rather than an outcome? Activist · seen in 86.8% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 86.8% of calls 85.3% repeat consistency
NO Is there a question the executive answers with a question back to the analyst? Activist · seen in 31.3% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 31.3% of calls 88.3% repeat consistency
YES Does anyone compare the company to an unnamed "competitor" or "peer" rather than naming it? Activist · seen in 63.3% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 63.3% of calls 83% repeat consistency
YES Does anyone use "historically" or "traditionally" while defending a current practice? Activist · seen in 28.6% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 28.6% of calls 83.7% repeat consistency
NO Is a departure, transition, or role change mentioned only in passing without a thank-you or tribute? Activist · seen in 10% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 10% of calls 91% repeat consistency
NO Does anyone reference a private conversation ("as I told...", "as we discussed offline")? Activist · seen in 18% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 18% of calls 85% repeat consistency
YES Does the transcript contain the phrase "next question" at least twice? Air Traffic · seen in 83.8% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 83.8% of calls 97.3% repeat consistency
YES Does an analyst ask a question spanning more than five sentences? Air Traffic · seen in 75.4% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 75.4% of calls 88.6% repeat consistency
YES Does any analyst ask a question containing multiple sub-questions (three or more)? Air Traffic · seen in 89.5% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 89.5% of calls 94% repeat consistency
NO Does the CEO answer a question personally after another executive initially responds? Air Traffic · seen in 58% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 58% of calls 90% repeat consistency
YES Does any speaker use the phrase "if you look at" at least twice? Air Traffic · seen in 35.1% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 35.1% of calls 90% repeat consistency
YES Does any analyst preface a question by summarizing the company's stated results? Air Traffic · seen in 75.4% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 75.4% of calls 80.6% repeat consistency
YES Does any speaker use the word "obviously" at least twice? Air Traffic · seen in 55.8% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 55.8% of calls 83.8% repeat consistency
NO Does anyone say "guidance" in the same sentence as a specific number? Air Traffic · seen in 56.4% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 56.4% of calls 90.3% repeat consistency
NO Does any analyst say "congrats" or "congratulations" to management? Air Traffic · seen in 35.8% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 35.8% of calls 99.7% repeat consistency
NO Is the word "scale" or "scaling" used as a verb? Air Traffic · seen in 22.7% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 22.7% of calls 97.7% repeat consistency
NO Does an analyst ask a question beginning with a number ("two questions", "three quick ones")? Air Traffic · seen in 32.8% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 32.8% of calls 88.7% repeat consistency
YES Does any analyst say "thank you" before asking their question? Air Traffic · seen in 71.4% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 71.4% of calls 90.4% repeat consistency
YES Does any analyst name two or more executives when asking their question? Air Traffic · seen in 35.1% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 35.1% of calls 86.9% repeat consistency
YES Does the word "outperform," "outperformance," or "beat" appear? Air Traffic · seen in 31.7% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 31.7% of calls 95.7% repeat consistency
YES Does anyone say "the environment" when describing market conditions? Air Traffic · seen in 51.5% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 51.5% of calls 83.9% repeat consistency
YES Does any executive use the word "momentum" at least twice? Air Traffic · seen in 29.5% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 29.5% of calls 97.3% repeat consistency
YES Does an executive begin an answer with "Great question," "Thanks," or "Appreciate"? Air Traffic · seen in 46% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 46% of calls 88.3% repeat consistency
YES Does the CFO use the phrase "adjusted" or "non-GAAP" at least three times? Air Traffic · seen in 51.6% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 51.6% of calls 96.9% repeat consistency
YES Does any speaker say "thank you" more than three times? Air Traffic · seen in 78.4% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 78.4% of calls 80.1% repeat consistency
YES Does any speaker say "with that" as a transition phrase? Air Traffic · seen in 76.4% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 76.4% of calls 99% repeat consistency
NO Does anyone use the phrase "on a comparable basis" or "adjusted for"? Air Traffic · seen in 17.6% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 17.6% of calls 92.6% repeat consistency
YES Does any speaker say "moving to" or "turning to" when changing topics? Air Traffic · seen in 74.8% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 74.8% of calls 93.8% repeat consistency
YES Does any speaker say "over to you" or "I'll turn it over"? Air Traffic · seen in 79.9% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 79.9% of calls 81.1% repeat consistency
YES Does any speaker say "operator" aloud during the call? Air Traffic · seen in 43.9% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 43.9% of calls 87.6% repeat consistency
YES Does anyone repeat the same stock phrase three or more times? Anthropologist · seen in 85.4% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 85.4% of calls 82.7% repeat consistency
NO Does anyone use the phrase "as you know" to introduce a claim? Anthropologist · seen in 49% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 49% of calls 90.7% repeat consistency
NO Does any speaker apologize without attaching a fix to the apology? Anthropologist · seen in 21.2% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 21.2% of calls 85.3% repeat consistency
YES Does the call end without any closing statement from the CEO? Anthropologist · seen in 24.4% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 24.4% of calls 93% repeat consistency
NO Is there a request to move the call along or to the last question? Bankruptcy · seen in 20% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 20% of calls 86.3% repeat consistency
NO Does an executive answer a question with another question? Bankruptcy · seen in 36.2% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 36.2% of calls 84.3% repeat consistency
NO Does an executive mention the weather? Bankruptcy · seen in 26.1% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 26.1% of calls 96% repeat consistency
NO Does anyone describe a negotiation currently in progress? Bankruptcy · seen in 31.5% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 31.5% of calls 90% repeat consistency
NO Does an executive describe a competitor with anything resembling respect? Bankruptcy · seen in 13.2% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 13.2% of calls 90% repeat consistency
NO Does the operator announce more than ten questioners in the Q&A? Clinical Trial · seen in 21.8% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 21.8% of calls 98% repeat consistency
YES Does anyone use the phrase "kind of" at least twice? Clinical Trial · seen in 75.9% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 75.9% of calls 87.5% repeat consistency
YES Does any question include the word "color"? Clinical Trial · seen in 59.8% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 59.8% of calls 92.3% repeat consistency
YES Does the CEO deliver the opening remarks rather than the CFO or IR head? Clinical Trial · seen in 87% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 87% of calls 91.6% repeat consistency
NO Does anyone say "if I may" or "if you don't mind"? Clinical Trial · seen in 16.3% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 16.3% of calls 99.7% repeat consistency
YES Does any executive's first sentence include the word "revenue"? Clinical Trial · seen in 11.4% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 11.4% of calls 84.8% repeat consistency
NO Does an analyst use the word "clarification" or "clarify" in a question? Compliance · seen in 29.5% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 29.5% of calls 97.3% repeat consistency
YES Does any question contain the phrase "color on" or "some color"? Compliance · seen in 53.1% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 53.1% of calls 86.6% repeat consistency
NO Does the operator use the phrase "our final question" before closing? Compliance · seen in 12.9% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 12.9% of calls 92.8% repeat consistency
NO Does anyone say "let me" at least three times? Compliance · seen in 32.5% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 32.5% of calls 94.8% repeat consistency
NO Does the word "aggressive" or "aggressively" appear at least once? Compliance · seen in 35.4% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 35.4% of calls 99.7% repeat consistency
NO Does an analyst ask a question referencing "the puts and takes"? Compliance · seen in 10.7% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 10.7% of calls 97.6% repeat consistency
NO Does anyone use the phrase "to be clear"? Compliance · seen in 16.3% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 16.3% of calls 97.3% repeat consistency
NO Does an analyst's question include a compliment followed by "but"? Compliance · seen in 14.1% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 14.1% of calls 85.6% repeat consistency
NO Does the CFO use the word "sequential" or "sequentially" at least once? Compliance · seen in 31.5% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 31.5% of calls 98.3% repeat consistency
YES Does any speaker say "with that" at least twice? Compliance · seen in 51.5% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 51.5% of calls 91.8% repeat consistency
NO Does anyone say "for the benefit of" or "just to remind" when restating context? Compliance · seen in 10.7% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 10.7% of calls 91.8% repeat consistency
NO Does anyone use the phrase "early days"? Con Artist · seen in 12.8% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 12.8% of calls 96.7% repeat consistency
YES Does the word "journey" appear? Con Artist · seen in 19.8% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 19.8% of calls 99.7% repeat consistency
YES Does the speaker describe a strategy as "disciplined" without describing any trade-off? Con Artist · seen in 23.1% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 23.1% of calls 84% repeat consistency
NO Is there an apology offered to a specific analyst by name? Con Artist · seen in 11.2% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 11.2% of calls 94.3% repeat consistency
NO Does anyone use the phrase "to be honest" or "frankly"? Couples · seen in 33.8% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 33.8% of calls 97% repeat consistency
NO Does anyone promise to "follow up" or "take that offline" and fail to commit to when? Couples · seen in 15.6% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 15.6% of calls 85.3% repeat consistency
NO Does anyone on the call interrupt a colleague mid-sentence? Couples · seen in 13.4% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 13.4% of calls 91% repeat consistency
NO Does someone use a personal anecdote rather than a metric to justify confidence? Couples · seen in 20.8% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 20.8% of calls 81.3% repeat consistency
YES Does the word "question" appear in the operator's speech more than three times? Courtroom · seen in 88.1% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 88.1% of calls 97.3% repeat consistency
YES Does the word "growth" appear at least ten times? Courtroom · seen in 69.4% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 69.4% of calls 94.3% repeat consistency
NO Does anyone use the phrase "a couple of"? Courtroom · seen in 81% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 81% of calls 93.6% repeat consistency
YES Does an analyst ask about capital allocation or buybacks? Courtroom · seen in 46.3% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 46.3% of calls 90.9% repeat consistency
YES Does management use the word "strong" at least three times? Courtroom · seen in 83.2% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 83.2% of calls 98.3% repeat consistency
NO Does an executive use the phrase "we're seeing" at least twice? Courtroom · seen in 53.4% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 53.4% of calls 87.5% repeat consistency
YES Does the word "opportunity" appear at least three times? Courtroom · seen in 77.2% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 77.2% of calls 93.3% repeat consistency
YES Does management use the word "confident" or "confidence" at least twice? Courtroom · seen in 53.4% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 53.4% of calls 96.3% repeat consistency
YES Does the phrase "record" appear at least twice in the transcript? Courtroom · seen in 34.9% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 34.9% of calls 93.3% repeat consistency
NO Does the word "team" appear at least twice? Courtroom · seen in 72% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 72% of calls 93.9% repeat consistency
NO Does management promise to follow up or take a question offline? Courtroom · seen in 18.2% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 18.2% of calls 85.5% repeat consistency
NO Does any speaker say "we're excited about" or "we're pleased with"? Courtroom · seen in 62% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 62% of calls 82.3% repeat consistency
NO Do two or more analysts from the same firm ask questions? Courtroom · seen in 11.5% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 11.5% of calls 96.3% repeat consistency
NO Does anyone use the phrase "moving forward" or "go forward"? Courtroom · seen in 40.7% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 40.7% of calls 85.5% repeat consistency
NO Does management mention a specific number of stores, locations, or markets? Courtroom · seen in 48% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 48% of calls 88.9% repeat consistency
NO Does anyone use the word "folks"? Courtroom · seen in 23.5% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 23.5% of calls 96.3% repeat consistency
YES Does anyone say "thank you" more than five times in total? Courtroom · seen in 87.2% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 87.2% of calls 88.2% repeat consistency
YES Does an executive use the phrase "we believe"? Courtroom · seen in 83.6% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 83.6% of calls 94.9% repeat consistency
YES Does the operator use the phrase "next question" at least three times? Debate · seen in 75.2% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 75.2% of calls 97.3% repeat consistency
YES Does any analyst mention a specific percentage figure in their question? Debate · seen in 66.3% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 66.3% of calls 93.3% repeat consistency
YES Does the word "quarter" appear in at least ten questions or answers during the Q&A? Debate · seen in 75.7% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 75.7% of calls 91.2% repeat consistency
YES Does at least one analyst ask a question about margins or costs? Debate · seen in 88.5% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 88.5% of calls 95.6% repeat consistency
YES Does the CEO answer the majority of analyst questions personally? Debate · seen in 66.9% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 66.9% of calls 91.6% repeat consistency
YES Does any analyst ask a question phrased as "Can you talk about" or "Can you speak to"? Debate · seen in 60% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 60% of calls 89.6% repeat consistency
YES Does the CFO speak during the Q&A portion at least twice? Debate · seen in 80.6% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 80.6% of calls 98.3% repeat consistency
YES Does any question reference a specific quarter (e.g., "fourth quarter") by name? Debate · seen in 76.2% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 76.2% of calls 92.3% repeat consistency
NO Does the operator interrupt the Q&A to announce time is limited or that this will be the last question? Debate · seen in 24% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 24% of calls 91.2% repeat consistency
YES Does any analyst ask a question beginning with "just" (e.g., "just curious")? Debate · seen in 77.8% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 77.8% of calls 82.8% repeat consistency
YES Does any analyst ask about a specific dollar amount or number stated in the prepared remarks? Debate · seen in 86.4% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 86.4% of calls 84.9% repeat consistency
YES Does any question begin with the words "can you" or "could you"? Debate · seen in 83.3% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 83.3% of calls 86.2% repeat consistency
YES Does any executive use the phrase "if you look at" during the Q&A? Debate · seen in 52.9% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 52.9% of calls 93.3% repeat consistency
YES Does the CFO answer at least one question without the CEO speaking first? Debate · seen in 77.5% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 77.5% of calls 95.3% repeat consistency
NO Does any analyst ask a question containing an explicit comparison to a competitor company? Debate · seen in 31.7% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 31.7% of calls 91.6% repeat consistency
YES Does the phrase "moving on" or "next question" come from the operator? Debate · seen in 88.4% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 88.4% of calls 98.3% repeat consistency
YES Does an analyst ask about capital allocation (capex, buybacks, M&A, or dividends) in one question? Debate · seen in 60.4% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 60.4% of calls 92% repeat consistency
YES Does the phrase "color" appear (e.g., "add some color") in the transcript? Debate · seen in 75.2% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 75.2% of calls 98.6% repeat consistency
NO Does the word "guidance" appear at least five times in the transcript? Debate · seen in 47.3% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 47.3% of calls 93.3% repeat consistency
YES Does any question contain the word "why"? Debate · seen in 36.3% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 36.3% of calls 96.9% repeat consistency
YES Does any speaker say "I think" at least three times within a single answer? Debate · seen in 65.8% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 65.8% of calls 93% repeat consistency
YES Does any executive begin an answer by restating the analyst's name? Debate · seen in 85.1% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 85.1% of calls 93.6% repeat consistency
YES Does any executive's answer exceed 300 words in the transcript? Debate · seen in 68% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 68% of calls 85.5% repeat consistency
YES Does the CEO answer the first analyst question personally? Debate · seen in 65.9% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 65.9% of calls 97% repeat consistency
YES Does the word "obviously" appear in the transcript? Debate · seen in 74.1% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 74.1% of calls 89.7% repeat consistency
NO Does the transcript contain the word "margin" more than ten times? Debate · seen in 44.3% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 44.3% of calls 91.3% repeat consistency
NO Does an executive begin an answer with "So" as the first word? Debate · seen in 68.4% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 68.4% of calls 83.6% repeat consistency
NO Does the phrase "if I may" or "if I could" appear? Debate · seen in 32% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 32% of calls 95.3% repeat consistency
NO Does any executive say "let me" at least once? Debate · seen in 66.1% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 66.1% of calls 94.5% repeat consistency
NO Does any question contain the word "specifically"? Debate · seen in 28.6% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 28.6% of calls 90% repeat consistency
YES Does management use the word "momentum" at least twice? Debate · seen in 31.7% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 31.7% of calls 96.6% repeat consistency
YES Does management mention "margin" or "margins" in prepared remarks? Debate · seen in 75.1% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 75.1% of calls 96.6% repeat consistency
YES Is the word "definitely" used by any speaker? Debate · seen in 41.6% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 41.6% of calls 98.7% repeat consistency
NO Does the word "seasonality" appear? Debate · seen in 27.1% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 27.1% of calls 99.7% repeat consistency
NO Does anyone use the word "robust" to describe demand, growth, or the pipeline? Debate · seen in 33% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 33% of calls 94% repeat consistency
NO Does anyone use the word "leverage" as a verb at least once? Debate · seen in 48.9% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 48.9% of calls 97.3% repeat consistency
NO Does any executive use the word "team" when referring to employees? Debate · seen in 80.8% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 80.8% of calls 95.2% repeat consistency
NO Does any executive say "that said" or "having said that" to introduce a caveat? Debate · seen in 29.3% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 29.3% of calls 95.3% repeat consistency
NO Does an analyst's question include the phrase "going forward"? Debate · seen in 20.6% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 20.6% of calls 83.5% repeat consistency
YES Does an executive say "great question" at any point? Debate · seen in 20.2% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 20.2% of calls 99.7% repeat consistency
YES Does anyone say "we remain confident" or "we are confident"? Debate · seen in 42.2% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 42.2% of calls 93% repeat consistency
YES Does any executive say "thank you" immediately after finishing an answer? Debate · seen in 47.4% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 47.4% of calls 85.2% repeat consistency
YES Does an executive cite a specific dollar figure greater than one billion? Discovery · seen in 71% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 71% of calls 97.6% repeat consistency
NO Does any analyst's question contain the word "curious"? Discovery · seen in 57.5% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 57.5% of calls 99% repeat consistency
YES Does an analyst reference a specific prior quarter by name (e.g., "last quarter")? Discovery · seen in 63% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 63% of calls 82.5% repeat consistency
YES Does any speaker say "obviously" two or more times? Discovery · seen in 61.8% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 61.8% of calls 88.7% repeat consistency
YES Does any analyst ask a follow-up in the same turn after their first answer? Discovery · seen in 86.2% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 86.2% of calls 91.9% repeat consistency
NO Does any analyst ask about a specific geographic region or market? Discovery · seen in 70.6% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 70.6% of calls 91.4% repeat consistency
NO Does any analyst ask a question that includes the phrase "long term" or "long-term"? Discovery · seen in 34.7% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 34.7% of calls 82.5% repeat consistency
YES Does the word "margin" or "margins" appear at least five times? Discovery · seen in 63.4% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 63.4% of calls 94.3% repeat consistency
YES Does the word "opportunity" or "opportunities" appear at least three times? Discovery · seen in 76.7% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 76.7% of calls 95.2% repeat consistency
YES Does an executive say "we'll come back to that" or defer an answer to a follow-up? Discovery · seen in 37.3% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 37.3% of calls 86.5% repeat consistency
YES Does anyone say "thank you" three or more times in the Q&A section? Discovery · seen in 82.3% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 82.3% of calls 85.2% repeat consistency
NO Does the CFO use the phrase "free cash flow" at least once? Discovery · seen in 34.4% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 34.4% of calls 98% repeat consistency
YES Does any executive use the word "momentum"? Discovery · seen in 51.2% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 51.2% of calls 97.6% repeat consistency
YES Does the CEO mention at least one specific customer segment by name (e.g., "enterprise")? Discovery · seen in 70.6% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 70.6% of calls 86.2% repeat consistency
NO Does the phrase "take your question" or "take the question" appear? Discovery · seen in 23.7% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 23.7% of calls 81.5% repeat consistency
NO Does any analyst introduce themselves by name before asking their first question? Discovery · seen in 27.2% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 27.2% of calls 95.5% repeat consistency
YES Does anyone say "including" at least three times? Discovery · seen in 68.3% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 68.3% of calls 85.6% repeat consistency
NO Does management reference "the macro environment" or "macroeconomic" at least once? Discovery · seen in 25.5% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 25.5% of calls 97.6% repeat consistency
NO Does any executive reference "our team" or "the team" at least twice? Discovery · seen in 59.5% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 59.5% of calls 88.7% repeat consistency
NO Does the operator announce more than one analyst from the same firm? Discovery · seen in 15% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 15% of calls 98.3% repeat consistency
YES Does any prepared remark mention "headwinds" or "tailwinds"? Discovery · seen in 33.1% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 33.1% of calls 94.8% repeat consistency
YES Does any speaker say "with that, I'll turn it over"? Discovery · seen in 55.8% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 55.8% of calls 83.5% repeat consistency
NO Does the CFO use the phrase "capital allocation"? Discovery · seen in 15.3% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 15.3% of calls 99% repeat consistency
YES Does an executive decline to answer, citing that something will come later or is not disclosed? Editor · seen in 77.3% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 77.3% of calls 92.9% repeat consistency
YES Does an analyst ask a two-part question containing the word "but"? Editor · seen in 74.2% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 74.2% of calls 83.3% repeat consistency
YES Does anyone ask a follow-up question in the same turn after their first question is answered? Editor · seen in 87.8% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 87.8% of calls 92.9% repeat consistency
YES Does anyone answer "yes" or "no" as the first word of a response? Editor · seen in 83.2% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 83.2% of calls 90.3% repeat consistency
YES Does anyone say "thank you" at least ten times in the transcript? Editor · seen in 73.2% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 73.2% of calls 81.8% repeat consistency
YES Does an executive use the phrase "if you look at" at least twice? Editor · seen in 36.2% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 36.2% of calls 89.9% repeat consistency
NO Does any analyst begin their question with "Hi" or "Hello" as a greeting? Editor · seen in 60.1% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 60.1% of calls 95.6% repeat consistency
NO Does anyone say "we are excited about" without naming a number? Editor · seen in 38.7% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 38.7% of calls 92.3% repeat consistency
NO Does an analyst reference a peer company's results or valuation? Editor · seen in 21.4% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 21.4% of calls 88% repeat consistency
NO Does any speaker use the phrase "just to clarify" or "just to be clear"? Editor · seen in 20.3% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 20.3% of calls 95.3% repeat consistency
YES Does management use the word "headwind" or "headwinds"? Editor · seen in 42.1% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 42.1% of calls 97.6% repeat consistency
YES Does any speaker use the word "tailwind" or "tailwinds"? Editor · seen in 27.3% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 27.3% of calls 99.7% repeat consistency
YES Does any speaker use the word "momentum"? Editor · seen in 52.8% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 52.8% of calls 98.7% repeat consistency
YES Does the word "investments" appear in the context of margins or costs? Editor · seen in 40.8% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 40.8% of calls 88% repeat consistency
NO Does anyone mention "FX" or "foreign exchange"? Editor · seen in 27.4% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 27.4% of calls 98.7% repeat consistency
YES Does the word "efficiency" or "productivity" appear at least twice? Editor · seen in 47.4% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 47.4% of calls 96% repeat consistency
YES Does an analyst thank the executives or congratulate them before asking a question? Editor · seen in 74.7% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 74.7% of calls 91.9% repeat consistency
YES Does an executive say "great question" or "thanks for the question"? Editor · seen in 40.2% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 40.2% of calls 89.9% repeat consistency
YES Does an executive say "as we said last quarter" or reference a prior call? Editor · seen in 72.2% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 72.2% of calls 83.3% repeat consistency
NO Does the phrase "going forward" appear at least twice? Editor · seen in 30.1% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 30.1% of calls 88.2% repeat consistency
NO Does management use the word "levers" when discussing actions? Editor · seen in 13% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 13% of calls 95% repeat consistency
YES Does management thank analysts by name at any point after a question? Editor · seen in 58.8% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 58.8% of calls 87.5% repeat consistency
NO Does anyone say "we'll take that offline" or offer to follow up after the call? Editor · seen in 15.3% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 15.3% of calls 86.5% repeat consistency
NO Does management use the word "committed" regarding a target? Editor · seen in 33.2% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 33.2% of calls 91% repeat consistency
NO Does the CEO's prepared remarks mention "macro" or "macroeconomic"? Editor · seen in 19.5% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 19.5% of calls 98.3% repeat consistency
NO Does anyone use the phrase "the vast majority"? Editor · seen in 16.3% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 16.3% of calls 99.7% repeat consistency
NO Does the word "temporary" or "transitory" appear? Editor · seen in 18.6% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 18.6% of calls 97.3% repeat consistency
YES Is an analyst's question answered with "great question" or similar? Editor · seen in 28.9% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 28.9% of calls 88.6% repeat consistency
YES Is there a questioner from an investment bank other than the first three analysts who ask questions? Fact Checker · seen in 80.1% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 80.1% of calls 98% repeat consistency
YES Does any analyst ask a question that includes a reference to a specific dollar figure? Fact Checker · seen in 64.9% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 64.9% of calls 93.6% repeat consistency
YES Does anyone say "thank you" at least ten times across the call? Fact Checker · seen in 67.1% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 67.1% of calls 81.1% repeat consistency
NO Does the phrase "thank you for taking my question" or "thanks for taking my question" appear? Fact Checker · seen in 50.4% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 50.4% of calls 94.9% repeat consistency
YES Does any analyst's first sentence contain a compliment or thanks before asking their question? Fact Checker · seen in 81.3% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 81.3% of calls 97.3% repeat consistency
YES Does the CFO present in both the prepared remarks and the Q&A portion of the call? Fact Checker · seen in 84.1% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 84.1% of calls 98% repeat consistency
NO Does the CEO personally deliver the closing remarks of the call? Fact Checker · seen in 68.9% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 68.9% of calls 95.3% repeat consistency
NO Does the CEO's prepared remarks contain the word "team" at least twice? Fact Checker · seen in 40.9% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 40.9% of calls 91.6% repeat consistency
YES Does any speaker use the phrase "moving on" or "with that" to transition between topics? Fact Checker · seen in 80.9% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 80.9% of calls 95.3% repeat consistency
YES Does the phrase "in terms of" appear at least twice? Forensic · seen in 84.8% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 84.8% of calls 94% repeat consistency
NO First-person singular ("I believe," "I think") used more by the CFO than the CEO. Forensic · seen in 13.5% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 13.5% of calls 89% repeat consistency
NO A single question receives answers from two different executives. Forensic · seen in 83.4% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 83.4% of calls 97.7% repeat consistency
YES A hedge word ("maybe," "sort of") appears inside a direct quantitative claim. Forensic · seen in 78.4% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 78.4% of calls 81% repeat consistency
YES Does any speaker use the word "obviously"? Forensic · seen in 81.7% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 81.7% of calls 95% repeat consistency
NO Does the word "guidance" appear in both prepared remarks and the Q&A section? Forensic · seen in 50% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 50% of calls 93% repeat consistency
NO Does any executive defer a question to another executive by name? Forensic · seen in 61.6% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 61.6% of calls 95.3% repeat consistency
NO Someone uses the word "honestly," "frankly," or "to be clear." Forensic · seen in 44.9% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 44.9% of calls 96% repeat consistency
YES Does anyone use the word "ecosystem" or "platform" without a number attached? Forensic · seen in 60.6% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 60.6% of calls 98.7% repeat consistency
YES Does the transcript contain the word "certainly" three or more times? Forensic · seen in 34.5% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 34.5% of calls 93% repeat consistency
YES Does anyone begin an answer by restating or paraphrasing the analyst's name? Forensic · seen in 76.6% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 76.6% of calls 89% repeat consistency
NO Does an analyst reference a competitor by name during their question? Forensic · seen in 24.2% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 24.2% of calls 92.3% repeat consistency
NO Does a speaker say "let me" at least twice in the transcript? Forensic · seen in 49.3% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 49.3% of calls 93.7% repeat consistency
YES The transcript contains an apology unrelated to financial results. Forensic · seen in 39.5% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 39.5% of calls 86% repeat consistency
NO The word "challenge" is spoken more often than "opportunity." Forensic · seen in 14.7% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 14.7% of calls 93% repeat consistency
YES Does the word "seasonality" or "seasonal" appear? Forensic · seen in 44.7% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 44.7% of calls 99.3% repeat consistency
NO The phrase "as you know" appears at least twice. Forensic · seen in 27.8% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 27.8% of calls 89% repeat consistency
NO Does any speaker use the word "challenge" or "challenges" at least three times? Forensic · seen in 18.3% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 18.3% of calls 86% repeat consistency
NO Does anyone mention "weather" as a factor affecting results? Forensic · seen in 19.1% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 19.1% of calls 95.7% repeat consistency
YES Does an executive say "thank you" to the analyst before answering a question? Forensic · seen in 46.7% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 46.7% of calls 81.9% repeat consistency
YES Does any speaker say "great question" or similar praise of a question? Forensic · seen in 37.4% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 37.4% of calls 96.3% repeat consistency
NO The final question is answered noticeably shorter than the opening ones. Forensic · seen in 37.3% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 37.3% of calls 81% repeat consistency
NO Does anyone say "we remain" followed by a verb (e.g., "we remain committed")? Forensic · seen in 36% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 36% of calls 82.6% repeat consistency
NO Does an executive cite a conversation with a customer that has no verifiable specificity (unnamed, undated, unquantified)? Historian · seen in 48.9% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 48.9% of calls 82% repeat consistency
NO Does the transcript contain a sentence that begins with "What I would say is"? Historian · seen in 10.3% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 10.3% of calls 95.3% repeat consistency
YES Does any question mention a specific percentage or dollar figure? Hostage · seen in 88.5% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 88.5% of calls 93.9% repeat consistency
YES Does the CEO personally answer more questions than any other executive? Hostage · seen in 72.7% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 72.7% of calls 93.9% repeat consistency
NO Does the operator say "our final question" or similar? Hostage · seen in 18.1% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 18.1% of calls 92.3% repeat consistency
YES Does the word "opportunity" or "opportunities" appear at least five times? Hostage · seen in 58.7% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 58.7% of calls 92.3% repeat consistency
NO Does the word "clearly" appear at least twice? Hostage · seen in 24.8% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 24.8% of calls 92.3% repeat consistency
NO Does the word "leverage" appear as a verb at least twice? Hostage · seen in 26.5% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 26.5% of calls 94.3% repeat consistency
YES Does any analyst's first name get used by an executive when thanking them? Hostage · seen in 57.8% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 57.8% of calls 85.2% repeat consistency
YES Does the operator announce more than five questioners? Insurance · seen in 64.7% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 64.7% of calls 99% repeat consistency
YES Are there more than ten analyst questions in total? Insurance · seen in 79.4% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 79.4% of calls 92.9% repeat consistency
NO Does the operator use the phrase "our next question comes from" more than three times? Insurance · seen in 52.3% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 52.3% of calls 80.4% repeat consistency
NO Are the CEO's prepared remarks longer than the CFO's, judged by speaker turns on the transcript page? Insurance · seen in 68.2% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 68.2% of calls 84.5% repeat consistency
YES Does management say "we are not going to comment on" or equivalent refusal language? Insurance · seen in 40.6% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 40.6% of calls 83.3% repeat consistency
NO Executive corrects an analyst's premise. Insurance · seen in 60% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 60% of calls 80.3% repeat consistency
YES Does the CFO's prepared section exceed the CEO's in number of paragraphs? Insurance · seen in 38% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 38% of calls 86.5% repeat consistency
YES Does the CEO personally answer more than half of the analyst questions? Insurance · seen in 64.9% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 64.9% of calls 92.1% repeat consistency
NO Does any analyst mention the word "margin" in their first question? Insurance · seen in 39.4% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 39.4% of calls 93.8% repeat consistency
NO Executive uses the word "excited" more than twice. Insurance · seen in 27.7% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 27.7% of calls 92.3% repeat consistency
YES Does any analyst ask a multi-part question containing three or more distinct questions? Insurance · seen in 82% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 82% of calls 87.3% repeat consistency
NO Does the word "guidance" appear at least three times? Insurance · seen in 58.2% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 58.2% of calls 94% repeat consistency
NO Does any analyst ask a two-part question signaled by "and also" or "and secondly"? Insurance · seen in 46.5% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 46.5% of calls 84.2% repeat consistency
NO Does an analyst begin with a compliment, such as "great quarter" or "congrats"? Insurance · seen in 41.4% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 41.4% of calls 93.9% repeat consistency
YES Does an executive say "we said" when recalling prior statements? Insurance · seen in 47.7% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 47.7% of calls 89.7% repeat consistency
YES Does any analyst begin their turn with "thanks" or "thank you"? Insurance · seen in 71.8% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 71.8% of calls 89.9% repeat consistency
YES Does the word "headwind" or "tailwind" appear at least twice? Insurance · seen in 36.1% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 36.1% of calls 98.3% repeat consistency
NO Does the word "synergies" appear? Insurance · seen in 19.8% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 19.8% of calls 99% repeat consistency
YES Does any analyst address a question to two or more executives by name? Insurance · seen in 33.6% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 33.6% of calls 86.6% repeat consistency
YES Does the word "capital" appear at least five times? Insurance · seen in 53.8% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 53.8% of calls 93.3% repeat consistency
YES Does any executive say "we feel" rather than "we believe" or "we think"? Insurance · seen in 58.2% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 58.2% of calls 95.7% repeat consistency
YES Does the word "capital" appear in at least three different speakers' turns? Insurance · seen in 37.7% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 37.7% of calls 90.4% repeat consistency
YES Does an executive use the phrase "over time" at least twice? Insurance · seen in 24.7% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 24.7% of calls 94.3% repeat consistency
YES Does an executive say "as I mentioned" or "as we said" at least once? Insurance · seen in 75.9% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 75.9% of calls 87.2% repeat consistency
YES Does the CEO open the call before any analyst questions by mentioning the macro environment? Insurance · seen in 32% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 32% of calls 87% repeat consistency
NO Does anyone say "we are pleased" or "we're excited"? Insurance · seen in 75% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 75% of calls 94.3% repeat consistency
NO Does anyone use the word "leverage" (financial or metaphorical)? Insurance · seen in 72.8% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 72.8% of calls 95.7% repeat consistency
YES Does an analyst thank management before asking their question? Insurance · seen in 60.9% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 60.9% of calls 82.3% repeat consistency
YES Is the word "automation" or "productivity" used at least once? Insurance · seen in 37.9% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 37.9% of calls 99% repeat consistency
YES Does the word "uncertainty" or "uncertainties" appear at least twice? Insurance · seen in 37.8% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 37.8% of calls 95% repeat consistency
YES Does the phrase "year over year" appear at least three times? Insurance · seen in 46% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 46% of calls 90.6% repeat consistency
NO Does management use the word "leverage" or "leveraging" at least twice? Insurance · seen in 51.1% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 51.1% of calls 94.6% repeat consistency
NO Currency headwinds mentioned unprompted. Insurance · seen in 29.3% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 29.3% of calls 97% repeat consistency
YES Is the phrase "a number of" used at least once? Insurance · seen in 67.1% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 67.1% of calls 94.6% repeat consistency
NO Does anyone use the phrase "best-in-class" or "industry-leading"? Insurance · seen in 27.3% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 27.3% of calls 100% repeat consistency
YES Does the word "momentum" appear at least twice in prepared remarks? Insurance · seen in 21.7% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 21.7% of calls 94.3% repeat consistency
NO Is the phrase "on a constant currency basis" or similar currency adjustment used? Insurance · seen in 20.6% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 20.6% of calls 97% repeat consistency
NO Does an analyst's question include the phrase "just to clarify"? Insurance · seen in 10.1% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 10.1% of calls 94.3% repeat consistency
NO Does the phrase "the team" appear at least twice in management remarks? Insurance · seen in 41.2% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 41.2% of calls 80.5% repeat consistency
NO Does any speaker say "so clearly" or "quite frankly"? Insurance · seen in 18% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 18% of calls 90.2% repeat consistency
YES Does management use the phrase "we believe" at least three times? Insurance · seen in 54% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 54% of calls 92.3% repeat consistency
NO Speaker says "we don't guide" on anything. Insurance · seen in 16.5% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 16.5% of calls 91.7% repeat consistency
YES Does the CFO use the word "quarter" at least ten times? Insurance · seen in 74.6% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 74.6% of calls 90.7% repeat consistency
YES Does any speaker say "thank you" more than five times in total? Insurance · seen in 81.2% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 81.2% of calls 83.8% repeat consistency
NO Does the word "macro" or "macroeconomic" appear at least twice in the call? Insurance · seen in 23.1% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 23.1% of calls 99.3% repeat consistency
YES Does the transcript contain the word "typically" at least twice? Insurance · seen in 17.4% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 17.4% of calls 92.6% repeat consistency
NO Does an executive state they will "come back to" a question or follow up later? Insurance · seen in 13.4% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 13.4% of calls 89.7% repeat consistency
YES Does management thank analysts for their questions at any point during Q&A? Insurance · seen in 59.8% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 59.8% of calls 82.5% repeat consistency
NO Speaker admits being surprised by anything. Insurance · seen in 28.1% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 28.1% of calls 86% repeat consistency
NO Does any speaker use the phrase "going forward"? Insurance · seen in 61.4% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 61.4% of calls 88% repeat consistency
NO Does management use the phrase "going forward" at least twice? Insurance · seen in 24.9% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 24.9% of calls 84.2% repeat consistency
YES Does anyone say "stability" or "stable" when describing demand? Insurance · seen in 23.6% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 23.6% of calls 89.6% repeat consistency
YES Word "normal" used about demand. Insurance · seen in 29.3% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 29.3% of calls 86.3% repeat consistency
NO Does an executive say "stay tuned" or "more to come"? Insurance · seen in 11.7% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 11.7% of calls 99% repeat consistency
NO Does management describe a cost program, restructuring, or efficiency initiative by a proper name? Insurance · seen in 16.8% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 16.8% of calls 94% repeat consistency
NO Does the CFO's prepared section mention interest expense by name or figure? Insurance · seen in 31.7% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 31.7% of calls 97.7% repeat consistency
YES Does the word "volatility" appear? Insurance · seen in 28.6% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 28.6% of calls 99.3% repeat consistency
NO Executive mentions a hobby or personal anecdote. Insurance · seen in 16.7% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 16.7% of calls 88% repeat consistency
NO Does the word "pipeline" appear without a dollar figure attached? Insurance · seen in 55.3% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 55.3% of calls 99% repeat consistency
NO Does the phrase "the macro" or "macro environment" appear? Insurance · seen in 19.7% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 19.7% of calls 93.6% repeat consistency
NO Does the phrase "our team" appear at least twice? Insurance · seen in 32.9% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 32.9% of calls 85.5% repeat consistency
NO Does an executive say "great question" or "good question" at least twice? Insurance · seen in 15% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 15% of calls 97% repeat consistency
YES Does any speaker say "we remain" followed by an adjective? Insurance · seen in 53.5% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 53.5% of calls 93.3% repeat consistency
YES Does management thank analysts by name when responding? Insurance · seen in 52.9% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 52.9% of calls 83.5% repeat consistency
YES Is the word "flexibility" or "flexible" used at least once? Insurance · seen in 44.4% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 44.4% of calls 99.7% repeat consistency
NO Does anyone say "takeaway," "take out," or "take rate"? Insurance · seen in 17.8% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 17.8% of calls 95% repeat consistency
NO Analyst compliments the team before asking a question. Insurance · seen in 17.4% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 17.4% of calls 80.3% repeat consistency
NO Does any speaker use "we're" where "we are" could substitute, more than twenty times overall? Interrogator · seen in 61.9% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 61.9% of calls 83.8% repeat consistency
YES Does any analyst reference the CEO or CFO by first name? Interrogator · seen in 79.6% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 79.6% of calls 93.8% repeat consistency
YES Does anyone say "obviously" at least three times? Interrogator · seen in 43.3% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 43.3% of calls 86.9% repeat consistency
NO Does anyone use the word "pipeline" at least twice? Interrogator · seen in 37.8% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 37.8% of calls 98.3% repeat consistency
YES Does anyone say "moving on" or "let me turn it over" during prepared remarks? Interrogator · seen in 36% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 36% of calls 88.3% repeat consistency
YES Does an analyst ask a question starting with "just"? Linguist · seen in 72.9% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 72.9% of calls 81.8% repeat consistency
YES Does anyone say "headwind" or "headwinds" more than once? Linguist · seen in 27.7% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 27.7% of calls 97.6% repeat consistency
NO Does an analyst use the phrase "to clarify"? Linguist · seen in 17.1% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 17.1% of calls 92.4% repeat consistency
YES Does any executive use the phrase "year over year" at least three times? Linguist · seen in 41.8% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 41.8% of calls 91.8% repeat consistency
NO Does an executive cite a conversation with a customer, partner, or employee as evidence? Military · seen in 53% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 53% of calls 84.3% repeat consistency
NO Does any question go to a named executive other than the CEO or CFO? Military · seen in 32.5% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 32.5% of calls 85.7% repeat consistency
NO Does an executive say "to be clear" or "let me be clear"? Military · seen in 13.8% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 13.8% of calls 96% repeat consistency
NO Does anyone mention a competitor by name without being prompted? Military · seen in 17% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 17% of calls 91.7% repeat consistency
YES Is there a question that management declines to answer directly, citing timing or disclosure constraints? Negotiation · seen in 71.2% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 71.2% of calls 88% repeat consistency
YES Does any question explicitly reference the company's prior guidance or outlook? Negotiation · seen in 80% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 80% of calls 91.7% repeat consistency
YES Does any speaker say "next question" or does the operator use the word "final" before the last question? Negotiation · seen in 76.1% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 76.1% of calls 81.7% repeat consistency
YES Does the word "invest" or "investment" appear at least five times in the transcript? Negotiation · seen in 62% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 62% of calls 92% repeat consistency
NO Does the CFO handle a strategic question instead of a financial one? Negotiation · seen in 58.9% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 58.9% of calls 86.3% repeat consistency
NO Does an analyst flatter management within their first sentence of speaking? Negotiation · seen in 46.6% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 46.6% of calls 90.7% repeat consistency
NO Does an analyst ask two questions when told to ask only one? Negotiation · seen in 15.2% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 15.2% of calls 88.3% repeat consistency
NO Does anyone use the phrase "underlying" to modify a business metric? Negotiation · seen in 38.3% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 38.3% of calls 94.7% repeat consistency
NO Does anyone say "excited" or "pleased" at least twice in the transcript? Negotiation · seen in 70.6% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 70.6% of calls 97% repeat consistency
NO Does the word "guidance" appear in the prepared remarks (not just Q&A)? Negotiation · seen in 64% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 64% of calls 98.7% repeat consistency
YES Is the word "margin" used with a number attached (e.g., "400 basis points")? Negotiation · seen in 66.7% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 66.7% of calls 93.3% repeat consistency
YES Does the transcript contain the word "record" preceding a noun (e.g., "record margin")? Negotiation · seen in 40.6% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 40.6% of calls 97.3% repeat consistency
YES Does an executive answer a question by citing a competitor's actions? Negotiation · seen in 36.3% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 36.3% of calls 88% repeat consistency
NO Does the word "macro" or "macroeconomic" appear in the transcript? Negotiation · seen in 39.9% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 39.9% of calls 99.3% repeat consistency
NO Does the word "challenges" appear more than once? Negotiation · seen in 21.8% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 21.8% of calls 92.7% repeat consistency
NO Does the CEO begin an answer with "look" or "listen"? Negotiation · seen in 21.3% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 21.3% of calls 94.7% repeat consistency
YES Does the word "inflation" appear anywhere in the transcript? Negotiation · seen in 36.9% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 36.9% of calls 98% repeat consistency
NO Is there a pause or silence acknowledged on the call ("I think we lost you")? Negotiation · seen in 19.2% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 19.2% of calls 87.7% repeat consistency
NO Does an executive name a specific competitor during the call? Negotiation · seen in 24.5% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 24.5% of calls 90.7% repeat consistency
NO Does the word "challenges" appear at least three times in the transcript? Negotiation · seen in 12.3% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 12.3% of calls 93.3% repeat consistency
NO Does anyone say "we don't break that out" in response to a question? Negotiation · seen in 10.7% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 10.7% of calls 94.3% repeat consistency
NO Does anyone describe a metric as "noisy" or "lumpy"? Negotiation · seen in 15.6% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 15.6% of calls 95.7% repeat consistency
NO Does an executive mention a specific number of percentage points when discussing market share? Negotiation · seen in 14.7% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 14.7% of calls 96.7% repeat consistency
NO Does a speaker correct a figure they themselves just stated? Negotiation · seen in 23.8% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 23.8% of calls 84% repeat consistency
NO Does the CEO refer to a competitor by name rather than "competition" or "peers"? Negotiation · seen in 18.8% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 18.8% of calls 91.3% repeat consistency
NO Does the CEO mention their own tenure or years of experience unprompted? Negotiation · seen in 19.9% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 19.9% of calls 97% repeat consistency
NO Does anyone use the phrase "the team" when taking ownership would be natural? Poker · seen in 42.5% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 42.5% of calls 81% repeat consistency
NO Does anyone blame weather, holidays, or calendar quirks unprompted? Poker · seen in 35.6% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 35.6% of calls 83% repeat consistency
NO Does anyone cite a personal anecdote involving a customer conversation? Poker · seen in 16.6% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 16.6% of calls 81.7% repeat consistency
YES Does anyone use the phrase "a little bit"? Private Credit · seen in 87.3% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 87.3% of calls 96% repeat consistency
YES Is the CFO the speaker for at least one analyst question? Private Credit · seen in 87.8% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 87.8% of calls 99% repeat consistency
NO Does the word "guidance" appear in the transcript? Private Credit · seen in 78.7% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 78.7% of calls 97.3% repeat consistency
NO Does anyone say "we're excited" or "we are excited"? Private Credit · seen in 49.5% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 49.5% of calls 93.7% repeat consistency
YES Does the word "dividend" appear? Private Credit · seen in 45.5% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 45.5% of calls 98.7% repeat consistency
YES Is the word "invest" or "investment" used more than twice? Private Credit · seen in 75% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 75% of calls 95.3% repeat consistency
YES Does the word "invest" or "investment" appear at least twice? Private Credit · seen in 85.8% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 85.8% of calls 96.7% repeat consistency
YES Does anyone cite a percentage of revenue from a specific segment? Private Credit · seen in 40.3% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 40.3% of calls 92.6% repeat consistency
YES Does the word "challenge" or "challenging" appear at least once? Private Credit · seen in 68.6% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 68.6% of calls 97.3% repeat consistency
NO Does anyone describe cutting discretionary spending like travel or hiring? Private Credit · seen in 13.8% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 13.8% of calls 94.3% repeat consistency
YES Does the phrase "year over year" appear? Private Credit · seen in 72.9% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 72.9% of calls 96% repeat consistency
YES Does the word "liquidity" appear at least once? Private Credit · seen in 34.7% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 34.7% of calls 99.7% repeat consistency
YES Does the transcript mention refinancing, maturity dates, or debt coming due? Private Credit · seen in 32% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 32% of calls 95% repeat consistency
NO Does anyone mention selling assets, real estate, or equipment to raise cash? Private Credit · seen in 24.2% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 24.2% of calls 90.7% repeat consistency
NO Does anyone reference "the macro" or "macro environment"? Private Credit · seen in 26.5% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 26.5% of calls 91% repeat consistency
NO Is the word "capacity" mentioned? Private Credit · seen in 55.7% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 55.7% of calls 100% repeat consistency
NO Does anyone use the phrase "our customers" rather than naming a customer? Private Credit · seen in 60.7% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 60.7% of calls 95% repeat consistency
NO Does the transcript include a question about interest expense or debt service? Private Credit · seen in 10.7% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 10.7% of calls 95.3% repeat consistency
NO Does the phrase "working capital" appear in a context other than a seasonality excuse? Private Credit · seen in 25.7% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 25.7% of calls 98% repeat consistency
YES Does management thank analysts at any point? Private Credit · seen in 84.9% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 84.9% of calls 84.3% repeat consistency
NO Does anyone reference borrowing from a bank or drawing on a credit facility? Private Credit · seen in 32.6% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 32.6% of calls 87.7% repeat consistency
NO Does the word "cost" appear in the first ten sentences of prepared remarks? Private Credit · seen in 23.8% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 23.8% of calls 85.3% repeat consistency
YES Does an executive say "we remain confident" or similar? Private Credit · seen in 35.8% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 35.8% of calls 82.6% repeat consistency
NO Does anyone mention covenants, amendments to loan documents, or lender conversations? Private Credit · seen in 11.6% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 11.6% of calls 95.7% repeat consistency
YES Does anyone say "with that" or "that said" to pivot? Private Credit · seen in 81.4% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 81.4% of calls 96.7% repeat consistency
NO Does an executive open their first answer by thanking the analyst? Private Credit · seen in 37.1% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 37.1% of calls 94.6% repeat consistency
YES Does any analyst's question include the word "capex" or "cash flow"? Procurement · seen in 38.5% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 38.5% of calls 94.5% repeat consistency
YES Does the word "headline" or "headwinds" appear at least once? Procurement · seen in 43.1% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 43.1% of calls 95.9% repeat consistency
NO Does the word "core" appear at least twice? Procurement · seen in 44% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 44% of calls 97.6% repeat consistency
NO Does an analyst's turn contain the word "congratulations"? Procurement · seen in 20.2% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 20.2% of calls 97.6% repeat consistency
NO Does any analyst ask a question containing "how" and also "why"? Procurement · seen in 11.3% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 11.3% of calls 94.5% repeat consistency
YES Does any executive say "as we mentioned" or "as I mentioned" at least once? Procurement · seen in 66.3% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 66.3% of calls 89.7% repeat consistency
NO Are there more than eight analyst questioners? Project · seen in 37.5% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 37.5% of calls 99.7% repeat consistency
YES Does any analyst's question include a percentage figure? Project · seen in 69.1% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 69.1% of calls 91.1% repeat consistency
NO Does any analyst's question contain the word "guidance"? Project · seen in 54.3% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 54.3% of calls 92.4% repeat consistency
YES Does the CFO's prepared remarks exceed 1,000 words? Project · seen in 40.9% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 40.9% of calls 89.3% repeat consistency
YES Does any speaker say "if you look at"? Project · seen in 54.1% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 54.1% of calls 89.3% repeat consistency
YES Does the CEO personally answer the first question? Project · seen in 69.3% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 69.3% of calls 92.4% repeat consistency
YES Does any speaker use the phrase "tailwind" or "tailwinds"? Project · seen in 27.3% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 27.3% of calls 99.7% repeat consistency
NO Does management use the phrase "balance sheet" at least twice? Project · seen in 41.1% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 41.1% of calls 96.6% repeat consistency
NO Does the CEO make closing remarks after the Q&A ends? Project · seen in 64.8% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 64.8% of calls 96.2% repeat consistency
NO Does any speaker say "structurally" or "secular"? Project · seen in 13% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 13% of calls 97.9% repeat consistency
YES Does the operator say "our next question" two or more times? Scientist · seen in 73.5% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 73.5% of calls 85.6% repeat consistency
NO Does the final questioner get an explicit closing acknowledgment from the operator ("last question" or similar)? Scientist · seen in 25.7% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 25.7% of calls 95.2% repeat consistency
NO Does management use the phrase "business as usual" or "as expected" at least once? Scientist · seen in 23.9% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 23.9% of calls 94.2% repeat consistency
NO Does an analyst preface a question with "quick" or "quickly"? Screenwriter · seen in 56% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 56% of calls 99% repeat consistency
YES Does an executive state a specific numeric percentage when answering a question? Screenwriter · seen in 86.7% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 86.7% of calls 97.9% repeat consistency
YES Does anyone say "in terms of" at least twice? Screenwriter · seen in 84.8% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 84.8% of calls 94% repeat consistency
NO Is there a question that clearly annoyed the executive, visible in the reply's abruptness? Screenwriter · seen in 27.1% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 27.1% of calls 85.3% repeat consistency
NO Does the word "guidance" appear in the Q&A section? Screenwriter · seen in 66.6% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 66.6% of calls 93.1% repeat consistency
YES Does the word "strong" appear more than five times? Screenwriter · seen in 64.9% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 64.9% of calls 91.3% repeat consistency
YES Does the phrase "thank you" appear more than ten times? Screenwriter · seen in 62.8% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 62.8% of calls 80.9% repeat consistency
YES Does an analyst ask a question containing the word "margin"? Screenwriter · seen in 60.2% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 60.2% of calls 93.6% repeat consistency
NO Does management use the word "guidance" at least twice? Screenwriter · seen in 65.8% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 65.8% of calls 95.5% repeat consistency
YES Does the phrase "thank you" appear at least ten times anywhere in the transcript? Screenwriter · seen in 72.8% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 72.8% of calls 83.2% repeat consistency
YES Does an executive begin an answer by restating the analyst's name? Screenwriter · seen in 85.3% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 85.3% of calls 97% repeat consistency
YES Does any analyst ask about capital allocation or share repurchases? Screenwriter · seen in 42.2% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 42.2% of calls 93.1% repeat consistency
YES Does the word "challenge" or "challenging" appear at least twice? Screenwriter · seen in 47.8% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 47.8% of calls 95.2% repeat consistency
YES Does the word "opportunity" or "opportunities" appear more than three times? Screenwriter · seen in 66.5% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 66.5% of calls 93.3% repeat consistency
YES Is there a villain—market conditions, regulation, currency—that behaves consistently across the call? Screenwriter · seen in 83.3% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 83.3% of calls 86.3% repeat consistency
YES Does the word "challenging" appear? Screenwriter · seen in 41.6% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 41.6% of calls 98.3% repeat consistency
YES Does the word "certainly" appear at least once in management's answers? Screenwriter · seen in 59.3% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 59.3% of calls 95.9% repeat consistency
NO Does any analyst ask a personal, warm, or congratulatory question? Screenwriter · seen in 49.4% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 49.4% of calls 92.3% repeat consistency
YES Does the phrase "capital" appear at least five times? Screenwriter · seen in 50.3% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 50.3% of calls 92.1% repeat consistency
YES Does an analyst ask a question the prepared remarks already answered? Screenwriter · seen in 86.1% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 86.1% of calls 82.7% repeat consistency
YES Does the word "quarter" appear at least twenty times? Screenwriter · seen in 84.4% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 84.4% of calls 90.4% repeat consistency
YES Does any single analyst ask more than two questions during the whole call? Screenwriter · seen in 86.6% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 86.6% of calls 89.7% repeat consistency
YES Does the phrase "on a year-over-year basis" or "year over year" appear at least twice? Screenwriter · seen in 60.1% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 60.1% of calls 89.3% repeat consistency
YES Is the word "headwinds" or "tailwinds" used? Screenwriter · seen in 41.8% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 41.8% of calls 97.3% repeat consistency
YES Does the word "margin" appear at least three times? Screenwriter · seen in 73.6% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 73.6% of calls 98% repeat consistency
YES Is the word "confidence" or "confident" spoken by any executive? Screenwriter · seen in 73.2% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 73.2% of calls 97.7% repeat consistency
NO Does anyone use the phrase "call it" or "let's call it" before an estimate? Screenwriter · seen in 24.7% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 24.7% of calls 96.7% repeat consistency
NO Does the phrase "going forward" appear? Screenwriter · seen in 62.9% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 62.9% of calls 87.6% repeat consistency
NO Does anyone say "coming back" or "circling back" to take a follow-up? Screenwriter · seen in 11% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 11% of calls 94.3% repeat consistency
YES Does the word "inflation" appear at least twice? Screenwriter · seen in 25.3% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 25.3% of calls 97.3% repeat consistency
YES Does any executive say "we believe" at least twice? Screenwriter · seen in 65.8% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 65.8% of calls 92.8% repeat consistency
NO Does management use the phrase "going forward"? Screenwriter · seen in 56.2% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 56.2% of calls 85.6% repeat consistency
NO Does anyone use the word "robust"? Screenwriter · seen in 46% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 46% of calls 99% repeat consistency
NO Does any speaker use the phrase "if you will" or "so to speak"? Screenwriter · seen in 23.2% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 23.2% of calls 97.7% repeat consistency
YES Does any speaker say "appreciate" at least once? Screenwriter · seen in 63.9% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 63.9% of calls 94.2% repeat consistency
NO Does anyone use the phrase "at the end of the day"? Screenwriter · seen in 12.5% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 12.5% of calls 99.7% repeat consistency
NO Does anyone tell a self-contained anecdote with a beginning, middle, and end? Screenwriter · seen in 27.7% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 27.7% of calls 82% repeat consistency
NO Does any executive use the phrase "our team"? Screenwriter · seen in 50.8% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 50.8% of calls 88.7% repeat consistency
NO Does the transcript contain a silence, pause, or "we'll come back to that" that never resolves? Screenwriter · seen in 15.8% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 15.8% of calls 85.7% repeat consistency
NO Does anyone describe a customer, employee, or competitor as a named character with a motive? Screenwriter · seen in 11.4% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 11.4% of calls 87.3% repeat consistency
NO Does any executive say "we're pleased" or "I'm pleased"? Screenwriter · seen in 68.3% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 68.3% of calls 92.8% repeat consistency
NO Is there a moment of modesty—someone crediting luck or timing? Screenwriter · seen in 12.5% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 12.5% of calls 92.3% repeat consistency
YES Does anyone use the phrase "on a year-over-year basis"? Screenwriter · seen in 18.9% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 18.9% of calls 93.6% repeat consistency
NO Is the word "excited" or "exciting" used by management at least twice? Semiotician · seen in 45.8% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 45.8% of calls 97.3% repeat consistency
YES Does any speaker say "just" five or more times? Semiotician · seen in 83.3% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 83.3% of calls 82.2% repeat consistency
YES Does any question begin with "Can you" or "Could you"? Semiotician · seen in 84.8% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 84.8% of calls 85.2% repeat consistency
NO Does the word "quick" or "quickly" appear in three or more analyst questions? Semiotician · seen in 13.2% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 13.2% of calls 91.6% repeat consistency
YES Does an analyst ask for guidance on a metric management did not offer unprompted? Semiotician · seen in 87.3% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 87.3% of calls 89.7% repeat consistency
YES Is there a question about capital allocation (buybacks, M&A, debt, or dividends)? Semiotician · seen in 67.7% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 67.7% of calls 91.7% repeat consistency
NO Does any analyst use the word "clarify" or "clarification"? Semiotician · seen in 32.9% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 32.9% of calls 98.7% repeat consistency
YES Does the word "obviously" appear at least twice? Semiotician · seen in 57.9% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 57.9% of calls 87.2% repeat consistency
YES Does management refer to a prior call or prior quarter's commentary when answering? Semiotician · seen in 87.9% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 87.9% of calls 90% repeat consistency
YES Does anyone use the word "actually" at least three times? Semiotician · seen in 46.2% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 46.2% of calls 85.5% repeat consistency
NO Does any executive begin an answer with "Look," or "So,"? Semiotician · seen in 85.7% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 85.7% of calls 85% repeat consistency
YES Does the word "challenging" or "challenges" appear at least three times? Semiotician · seen in 32.2% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 32.2% of calls 90.6% repeat consistency
NO Does the operator run out of queued questions and close early? Semiotician · seen in 34.3% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 34.3% of calls 83.5% repeat consistency
YES Does any analyst apologize or preface with "sorry" before asking? Semiotician · seen in 32.8% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 32.8% of calls 92.9% repeat consistency
NO Is the word "excited" used by the CEO more than the word "confident"? Semiotician · seen in 33.1% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 33.1% of calls 92% repeat consistency
YES Does any speaker use the phrase "the right" before a noun ("the right team," "the right decisions")? Semiotician · seen in 57.8% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 57.8% of calls 94% repeat consistency
NO Does the word "guidance" appear more than five times in the transcript? Semiotician · seen in 31.8% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 31.8% of calls 93% repeat consistency
YES Does the word "tailwind" or "headwind" appear? Semiotician · seen in 52.2% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 52.2% of calls 98.7% repeat consistency
NO Does any analyst's question begin with a compliment or congratulation? Semiotician · seen in 41.5% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 41.5% of calls 88.3% repeat consistency
YES Does an analyst apologize before or during their question? Semiotician · seen in 32.8% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 32.8% of calls 96.6% repeat consistency
YES Are there more questions about revenue than about costs? Semiotician · seen in 69.8% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 69.8% of calls 85.2% repeat consistency
NO Does the word "challenging" appear at least twice? Semiotician · seen in 20.1% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 20.1% of calls 97% repeat consistency
YES Does any speaker use the phrase "on a" four or more times total (e.g., "on a constant currency basis")? Semiotician · seen in 54.8% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 54.8% of calls 82.8% repeat consistency
YES Does any executive answer begin with "Sure" or "Yes" followed by a comma? Semiotician · seen in 71.4% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 71.4% of calls 83.2% repeat consistency
NO Does anyone say "from a ... perspective" (e.g., "from a margin perspective")? Semiotician · seen in 56.9% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 56.9% of calls 87.2% repeat consistency
NO Does an executive say "we're not going to" in response to a question? Semiotician · seen in 25% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 25% of calls 92% repeat consistency
YES Does management decline to answer by citing a future event ("we'll address that in..." or "at our upcoming...")? Semiotician · seen in 34.6% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 34.6% of calls 82% repeat consistency
YES Does the word "quarter" appear at least 20 times? Semiotician · seen in 87.7% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 87.7% of calls 93.3% repeat consistency
NO Is there a mention of "FX," "currency," or "foreign exchange"? Semiotician · seen in 39.5% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 39.5% of calls 98.7% repeat consistency
NO Does any executive say "that's right" or "that's correct" to an analyst? Semiotician · seen in 23.6% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 23.6% of calls 96.2% repeat consistency
NO Does the word "leverage" appear at least twice? Semiotician · seen in 52.1% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 52.1% of calls 94.5% repeat consistency
NO Is the word "leverage" used at least three times? Semiotician · seen in 37.8% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 37.8% of calls 90% repeat consistency
YES Does management use the word "headwinds" at least once? Semiotician · seen in 33.6% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 33.6% of calls 97.3% repeat consistency
YES Does any speaker say "great question" or thank the analyst before answering? Semiotician · seen in 51.8% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 51.8% of calls 84% repeat consistency
NO Does anyone attribute results to "the team" rather than to strategy? Semiotician · seen in 61.6% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 61.6% of calls 90.7% repeat consistency
NO Does any speaker say "going forward"? Semiotician · seen in 61.4% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 61.4% of calls 85.6% repeat consistency
NO Does any analyst begin their question with "congratulations"? Semiotician · seen in 17.8% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 17.8% of calls 92.6% repeat consistency
YES Does an analyst thank management at the end of their turn? Semiotician · seen in 77.2% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 77.2% of calls 94.7% repeat consistency
YES Does anyone describe the future with "We believe" more than "We expect"? Semiotician · seen in 30.2% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 30.2% of calls 87.3% repeat consistency
NO Does a speaker say "normal" or "normalized" about conditions that predate any disruption mentioned? Semiotician · seen in 33.7% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 33.7% of calls 81% repeat consistency
YES Is the word "momentum" used without a stated metric attached to it? Semiotician · seen in 41.4% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 41.4% of calls 92.7% repeat consistency
NO Does the word "macro" appear at least twice? Semiotician · seen in 21.9% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 21.9% of calls 95.9% repeat consistency
YES Does management use the word "solid" at least once? Semiotician · seen in 57.7% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 57.7% of calls 97% repeat consistency
NO Is there an analogy to a machine, engine, or flywheel? Semiotician · seen in 29.2% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 29.2% of calls 88% repeat consistency
NO Is the word "visibility" used at least once? Semiotician · seen in 34.1% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 34.1% of calls 100% repeat consistency
NO Is the phrase "base case" or "scenario" used at least once? Semiotician · seen in 19.1% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 19.1% of calls 96.9% repeat consistency
NO Does anyone say "we take that seriously" or "we're very focused on"? Semiotician · seen in 18% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 18% of calls 92% repeat consistency
NO Is the phrase "to your point" or "as you mentioned" used at least once? Semiotician · seen in 32.8% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 32.8% of calls 83.5% repeat consistency
YES Does the operator say "thank you" more than three times? Semiotician · seen in 30% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 30% of calls 94.3% repeat consistency
NO Does management mention a specific competitor by name? Semiotician · seen in 20.8% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 20.8% of calls 93.1% repeat consistency
NO Does management say "the team" at least twice? Semiotician · seen in 31.9% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 31.9% of calls 85.9% repeat consistency
NO Does the word "fundamentally" appear at least once? Semiotician · seen in 12.3% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 12.3% of calls 98.3% repeat consistency
NO Does the phrase "ahead of" precede any mention of guidance or expectations? Semiotician · seen in 14.1% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 14.1% of calls 96.6% repeat consistency
YES Does management use the phrase "on a year-over-year basis"? Semiotician · seen in 16.9% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 16.9% of calls 96.6% repeat consistency
NO Does any single speaker say "right?" as a tag question at least once? Semiotician · seen in 34% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 34% of calls 87.5% repeat consistency
YES Does management use the phrase "on a consistent basis" or "consistently"? Semiotician · seen in 27.8% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 27.8% of calls 95.3% repeat consistency
NO Does a speaker begin a sentence with "To be honest" or "To be clear"? Semiotician · seen in 10.5% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 10.5% of calls 92.7% repeat consistency
NO Does management use the phrase "strategic" at least twice? Semiotician · seen in 46% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 46% of calls 97.3% repeat consistency
NO Does any speaker describe a business unit as "healthy"? Semiotician · seen in 13.3% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 13.3% of calls 92.7% repeat consistency
YES Does any speaker use the word "fundamentals"? Semiotician · seen in 17.8% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 17.8% of calls 100% repeat consistency
NO Does the word "resilient" or "resilience" appear? Semiotician · seen in 24.7% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 24.7% of calls 98% repeat consistency
YES Does the operator mention a queue or "next question" more than three times? Simultaneous · seen in 74.2% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 74.2% of calls 91.6% repeat consistency
YES Does any analyst ask a follow-up after their initial answer ("follow-up", "second one", "just one more")? Simultaneous · seen in 88.5% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 88.5% of calls 92.3% repeat consistency
YES Does any analyst ask a question containing the word "why"? Simultaneous · seen in 36.1% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 36.1% of calls 96.3% repeat consistency
NO Does anyone say "if you look at" before citing a number? Simultaneous · seen in 47.7% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 47.7% of calls 81.6% repeat consistency
NO Does the phrase "last question" or "final question" appear? Simultaneous · seen in 50.4% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 50.4% of calls 91.6% repeat consistency
YES Does the word "clearly" appear anywhere in the transcript? Simultaneous · seen in 50.9% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 50.9% of calls 96.3% repeat consistency
YES Does the CEO speak first among named executives in the Q&A? Simultaneous · seen in 68.3% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 68.3% of calls 94.6% repeat consistency
YES Does the word "headwind" or "headwinds" appear at least twice? Simultaneous · seen in 28.5% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 28.5% of calls 97% repeat consistency
YES Does the CFO mention a specific percentage greater than ten? Simultaneous · seen in 89.1% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 89.1% of calls 96.6% repeat consistency
NO Does the phrase "going forward" appear at least once? Simultaneous · seen in 63.4% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 63.4% of calls 86.5% repeat consistency
NO Does the word "team" appear at least three times? Simultaneous · seen in 59% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 59% of calls 91.6% repeat consistency
YES Does the word "confident" appear in any executive's remarks? Simultaneous · seen in 60.7% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 60.7% of calls 97.7% repeat consistency
YES Does an analyst thank management at the start or end of their turn? Simultaneous · seen in 81.6% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 81.6% of calls 95.7% repeat consistency
NO Does the CEO use the word "incredibly" at any point? Simultaneous · seen in 15% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 15% of calls 99.7% repeat consistency
NO Does any executive use the word "team" to refer to company personnel? Simultaneous · seen in 83.6% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 83.6% of calls 98.7% repeat consistency
NO Does anyone say "to your point" when answering a question? Simultaneous · seen in 10.3% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 10.3% of calls 98% repeat consistency
YES Does any executive say "with that" to transition between speakers or topics? Simultaneous · seen in 75% of calls
How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 75% of calls 97.3% repeat consistency
NO Does the word "transformation" or "transformational" appear? Simultaneous · seen in 24.2% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 24.2% of calls 99.7% repeat consistency
NO Does any speaker say "moving on" or "next question" themselves? Simultaneous · seen in 25.1% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 25.1% of calls 92.3% repeat consistency
NO Does any speaker use the word "hedging" or say "to hedge"? Simultaneous · seen in 13.5% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 13.5% of calls 96.3% repeat consistency
NO Does any analyst identify themselves with a two-part introduction (name and firm)? Simultaneous · seen in 10.2% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 10.2% of calls 85.9% repeat consistency
NO Does the word "talent" appear at least once? Simultaneous · seen in 20.8% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 20.8% of calls 98% repeat consistency
NO Is the word "capacity" used more often about factories than about people? Supply Chain · seen in 26.2% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 26.2% of calls 92.3% repeat consistency
NO Does an executive confess to having too much of something physical somewhere? Supply Chain · seen in 12.2% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 12.2% of calls 89.3% repeat consistency
NO Is a supplier or vendor mentioned by name at any point? Supply Chain · seen in 33.7% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 33.7% of calls 85.3% repeat consistency
NO Does any executive blame weather, season, or geography for a shipment or delivery issue? Supply Chain · seen in 10.8% of calls
How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 10.8% of calls 91% repeat consistency
No checks match those filters.
500 checks shown · YES means detected; it is not automatically positive or negative.
Real saved model output

Archived AI reasoning

Earlier Artul research experiments on PRI calls. Open a question to read the model's original reasoning.

228 saved explanations · 227 questions
NO Answers go deeper than the script: questioning keeps surfacing new concrete detail behind a positive development — compa Q3 2018 · 2 archived calls

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ3 2018 · 2018-11-07

We need answer only YES or NO. Need evaluate both gates. We need parse transcript. Positive current development: ISP sales strong, variable annuity sales up 63%, managed accounts up 52%, sales force growth, EZ-Key planned. Q&A probes variable annuity sales, ISP licensing, managed accounts. Need see if Q&A adds concrete operating detail beyond prepared remarks. Gate 1: Original signal. Need positive current development, Q&A produces more concrete operating detail than prepared remarks. Let's examine. Prepared remarks: ISP sales increased 23%, variable annuity sales increased 63%, managed accounts 52%, average client assets $63.4B, sales force mutual fund licensed up 4% to 25k, investment advisor reps up 6% to 3,500. EZ-Key planned by year end. Term life productivity etc. Q&A: Mark Hughes asks variable annuity sales strong, product launch, follow-through. Glenn answers: "rate of growth is something that happens around the perfect conditions. I don't think it's something where you have a contraction... product partners are doing a great job. We represent major players... improving products... new features... adds momentum... expect continued strong performance, but spikes as new products rolled up." This is general, no new specifics. No concrete detail. Ryan Kruger asks ISP: "has it mostly been just higher productivity of existing licensed agents or also traction getting more field force licensed?" Glenn answers: "It is both. ... 4% increase in sales force size on investment side... lagging behind strong numbers on life side... when business working, ISP business, it not only provides great momentum for people involved, it becomes more attractive to people not yet involved... working hard to lay foundation... seeing both." This is somewhat general, no new numbers or specifics beyond prepared remarks. No concrete operating detail. Daniel Bergman asks non-renewal rate, not positive development. Then asks adjusted direct premium growth 2019, Alison explains drivers, not positive current development? It's financial guidance. Mark Hughes second asks managed account growth: "How much internal push... shift... naturally happening? How can we expect that to play out? Should there be sustained elevated growth?" Glenn answers: "entered business some years ago and improved to Lifetime Investment Platform because opportunity... middle income clients amass larger assets...

NOQ3 2016 · 2016-11-10

We need answer only YES or NO. Need evaluate both gates. Need use only transcript. We need determine if there is positive current development with Q&A adding more concrete operating detail than prepared remarks. And improvement filter: development chiefly company-created vs external. Let's parse transcript. Prepared remarks: strong quarter, Term Life growth, recruiting up 12%, life-licensed sales force up 10%, issued policies up 13%, ISP positive flows, DOL rule uncertainty, etc. Q&A: Mark Hughes asks about recruiting: "12% growth on top of 34% growth in this quarter last year, you got a nice boost from the convention last year and you are able to top that. My usual question is anything one-time and any unusual programs in place to boost recruiting or is this sustainable?" Glenn answers: no specials, credit to field force leadership, focus on recruiting, fundamentals, no unusual incentive. This is not adding much concrete operating detail beyond prepared remarks. It's general. Then Mark asks about insurance expenses: "I think you had mentioned, that you got some leverage from the growth, it looks like on an absolute basis, in the term, segment insurance expenses have been flat for three quarters. Are you going to be able to maintain that leverage, kind of keep them at the relatively low level compared to revenue?" Alison answers: yes, should continue to improve, but increase due to mobile apps, allocate cost between Term Life and ISP, spending on maintaining tools, revenues and expenses keep pace. This is about expenses, not a positive development? It's about cost leverage, but not really a development being probed with additive operational detail. Then Mark asks about sales-based commissions lower than trend. Alison says one-time catch-up true-up with product provider, normalize next quarter. This is financial housekeeping. Then Mark asks about $15 million (actually $50 million? He says $15 million? Let's see: "Your point about the $15 million, could you walk through that again and I think you said it had a negative impact on margins. But, on an absolute basis, does the extra $15 million in revenue bring some dollars to the bottom line?" Alison explains IPO reinsurance, policies coming to end of level term, no longer ceded, adjusted direct premiums go up, etc. This is about accounting/mechanics, not a current operational development.

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NO Stale terms, scheduled reset: the existing book is priced for a world that has moved on Q3 2016 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ3 2016 · 2016-11-10

We need to answer YES or NO based on the transcript. The question asks: does management describe that a meaningful portion of the company's existing business is still being carried at prices, rates, or terms set in the past that are now clearly below what the same business would command under current market conditions — and that this existing business is coming up for repricing, renewal, or reset on a schedule management can already see, so that the company's economics are positioned to improve as those older terms roll off over the coming quarters, without needing to win new customers or new demand to get there? We need to look for any discussion about existing business being repriced, renewals, contracts, policies, etc. The transcript is about Primerica, an insurance and investment company. They discuss Term Life segment, adjusted direct premiums, YRT reinsurance rate reductions, etc. They also discuss the DOL fiduciary rule. Key points: In Term Life, they mention "YRT reinsurance rate reductions that we negotiated on 2014 later issue years." That is about reinsurance rates, but that's about new business? Actually, it's about existing policies? They also mention "adjusted direct premiums should naturally grow over the next several years by a minimum of 10% annually as a result of the coinsurance transactions we entered into at the time of the IPO." That is about existing business? They also mention "Beginning in 2017 insurance policies coming to the end of their first policy term, will no longer be ceded to the IPO reinsurers. We expect this change to increase net premiums by approximately $50 million by the end of 2017, which will largely be offset by an increase to benefit and claims and DAC." This is about existing policies that are coming to the end of their first term. They will no longer be ceded to reinsurers, so net premiums increase. That is a repricing? Actually, it's about retention of policies. The policies are existing, and the terms change because they are no longer ceded. That is a change in the reinsurance arrangement, not necessarily a repricing of the policies themselves. But it is about existing business. However, the question is about "prices, rates, or terms set in the past that are now clearly below what the same business would command under current market conditions." This is about the company's existing book being repriced upward.

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NO Questions aim low, answers land high: the dialogue keeps correcting expectations upward with facts already in hand Q3 2016 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ3 2016 · 2016-11-10

We need to determine if there is a clear, recurring mismatch in level between questioners' assumptions and management's reported reality, with the mismatch running upward (analysts more cautious, management correcting upward with concrete already-happening facts). Let's analyze the Q&A exchanges. First question from Mark Hughes: On recruiting, 12% growth on top of 34% growth last year, asks if anything one-time or unusual programs. Management says no, no unusual incentives, credit to field leadership, fundamentals. This is a cautious probe about sustainability, but management corrects upward by saying it's fundamental, not one-time. However, is that a concrete already-happening fact? It's more of a statement that it's not one-time. But the question is about sustainability, and management says it's fundamental. That's a correction upward, but is it based on concrete already-happening? It's based on current results, but not specific numbers beyond what was already reported. Still, it's a correction. Second question: insurance expenses, management says they should continue to improve, but also notes increase due to mobile app costs. That's more of a clarification, not a clear upward correction. Third question: sales-based commissions lower than trend, management says they were actually higher due to one-time catch-up, and expects to normalize. That's a correction but it's about a one-time item, and management says it will normalize, so that's not an upward correction of the business level; it's a temporary blip. Fourth question: about $15 million impact, management explains it's a change in ceding, will increase premiums but slightly negative margin. That's a clarification, not a correction upward. Fifth question from Adam Klauber: registered reps growth lagging overall sales force, asks if it will pick up. Management says there is a lag, and DOL uncertainty may be a headwind, but expects it to catch up. That's a cautious question, management says it will catch up but not with concrete already-happening facts; it's more of a forward-looking expectation. Sixth question: DOL product lineup, management says they are working on it, not all nailed down, but not expecting major disruption. That's not a clear upward correction. Seventh question: buyback, asks if 125-150 is conservative, management says 150 is where they've been, so it's consistent. Not a correction.

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NO Skeptical premise dismantled with receipts: the call's central doubt is answered by named, checkable current facts Q3 2016 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ3 2016 · 2016-11-10

We need to determine if there is a specific doubt about the company that is live in the conversation, and whether management answers it with named, checkable facts from the recent period that run directly against it. The doubt could be about the DOL fiduciary rule impact, or about recruiting sustainability, or about the impact of the IPO reinsurance change, or about the sales force growth not translating to registered reps. But the question asks for a doubt that is live, pressed by analysts or named by management, and management answers with concrete facts already realized. Looking at the transcript: Analysts ask about recruiting sustainability (Mark Hughes asks if there's anything one-time). Management says no unusual incentives, gives credit to field force leadership, and mentions strong growth. That's not really a doubt with checkable facts; it's more reassurance. Another doubt: DOL fiduciary rule. Management discusses it, but the answer is about planning, not concrete facts that run against the doubt. The doubt is about potential disruption, but management says they are planning, not that they have evidence of resilience. Another doubt: The change in IPO reinsurance affecting margins. Management explains the $50 million increase in net premiums, but that's a projection, not a realized fact. Another doubt: The sales force growth not translating to registered reps. Management says there is a lag, and that DOL uncertainty might be a headwind. That's not a rebuttal with facts. The question asks for a doubt that is answered with named, checkable facts from the recent period that run directly against it. For example, if there was a doubt that the DOL rule would hurt sales, and management could say "our sales actually increased X% in the quarter" - but they don't. They talk about planning. Also, the doubt about recruiting sustainability: management says they had 12% growth on top of 34% last year, and they say it's sustainable because of fundamentals. But that's not a rebuttal to a specific doubt; it's just reporting growth. The question requires a specific doubt that is live in the conversation. The analysts press on recruiting sustainability, but management doesn't offer checkable facts that run against the doubt; they just say it's sustainable. The doubt about DOL is more about future uncertainty, not a doubt that is being contradicted by realized facts.

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NO Their own money is on the line: management ties the company's near-term promises to consequences it will personally bear Q3 2016 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ3 2016 · 2016-11-10

We need to determine if management makes a specific forward claim about the company's own business and attaches a real consequence to themselves or the company if that claim proves wrong. The claim must be specific, near-dated, and checkable. The consequence must be already committed, staked, or accepted. Looking at the transcript, management discusses various forward-looking statements. For example, Glenn Williams talks about the DOL Fiduciary Rule and says "We continue to plan for the rule that’s currently written." He mentions implementation costs. Alison Rand discusses expected costs: "we expect to incur that $2 million in the fourth quarter of 2016 and roughly $10 million in 2017 for one time and ongoing costs combined. Thereafter we expect ongoing cost of compliance to be in the range of $4 to $5 million per year." That's a cost projection, not a claim about business performance. They also discuss Term Life margins: "we expect the benefits and claims ratio to be in the 58% to 59% range and the Term Life operating margin to remain in the 19% to 20% range in 2017." That's a forward claim about financial metrics. Is it specific? Yes, ranges. Near-dated? 2017. But is there a self-imposed cost of being wrong? They don't say "we will be judged on this" or "we have staked something." They are just giving guidance. No mention of personal exposure, committed resources tied to that specific claim, or inviting investors to hold them to it. They also mention share repurchases: "we expect to repurchase another $125 million to $150 million in 2017 in addition to paying stockholder dividends." That's a plan, but not a claim with a consequence attached. The question asks: "does management make a SPECIFIC FORWARD CLAIM ABOUT THE COMPANY'S OWN BUSINESS and, in the same breath, attach a REAL CONSEQUENCE TO THEMSELVES OR THE COMPANY IF THAT CLAIM PROVES WRONG?" The essence is a costly signal. Management does not say "if we don't achieve this, we will lose X" or "we have already invested Y that depends on this." They are just providing guidance. There is no mention of management buying stock, or having incentives tied to specific outcomes, or having already committed resources that would be wasted if the claim fails. The costs they mention (DOL implementation) are ordinary course of business spending to comply with regulation, not tied to a specific performance claim.

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NO Counterparties stepping up before the numbers do: escalating committed demand the reported results don't yet show Q3 2016 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ3 2016 · 2016-11-10

We need to determine if management describes counterparties stepping up their commitment beyond prior levels, and that reported results don't yet reflect that step-up because it's only beginning. Let's analyze the transcript. The call is about Primerica's Q3 2016 results. Key points: strong recruiting, life insurance sales, etc. But the question is about paying counterparties - customers, clients, partners, distributors, payers, program sponsors. In this context, the company sells life insurance and investment products through a sales force. The "counterparties" could be the sales representatives (who pay fees for tools, etc.) or the product providers (insurance companies, mutual fund companies) that pay commissions or fees to Primerica. Or the clients who buy policies. The question asks: does management describe that these counterparties are currently stepping up their commitment in a way that goes beyond prior level of business, and that reported results do not yet meaningfully reflect that step-up because its contribution is only beginning and mostly still ahead? Look for language about escalation, new commitments, ramps, etc. In the transcript, Glenn Williams talks about recruiting growth, life-licensed sales force up 10%, recruiting up 12%, etc. But that's about the sales force, not necessarily paying counterparties. The sales force pays fees for tools, but that's not a step-up in commitment per se. There is discussion about the DOL Fiduciary Rule and how they are preparing for it. They mention they are spending on implementation, and expect ongoing costs. But that's not about counterparties stepping up. They mention that they expect to repurchase shares, but that's not counterparty. They talk about ISP sales, but that's sales of investment products, not necessarily a step-up. The key might be in the Term Life segment: they mention that adjusted direct premiums are growing, and that they expect growth in low-to-mid teens through 2017. But that's just growth, not a step-up. They mention that beginning in 2017, insurance policies coming to end of first policy term will no longer be ceded to IPO reinsurers, which will increase net premiums by $50 million. That is a change in their reinsurance arrangement, not a counterparty stepping up. The question is about paying counterparties - customers, clients, partners, distributors, payers, program sponsors.

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NO Undersized for what it has already been handed Q3 2016 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ3 2016 · 2016-11-10

We need to determine if the transcript conveys that the company is presently too small for the business it has already been given. That is, real, already-secured business is large relative to the company's current size, and the company is visibly working to grow into it. Let's analyze the transcript. The company is Primerica, a financial services company. The business involves life insurance and investment products. The transcript discusses strong performance, growth in sales force, recruiting, etc. Key points: - Term Life policies issued up 13%, industry down 1%. - Sales force growing, recruiting up 12%. - They are investing in technology, mobile app, etc. - DOL Fiduciary Rule implementation costs, they are preparing for it. - They expect to incur costs for compliance. But is there any indication that the company has already secured more business than it can currently handle? The transcript talks about growth, but not about being overwhelmed. They mention "strong trends" and "exemplary growth" but nothing about being too small. They talk about expanding technology platform to support representatives, but that seems routine. They mention DOL rule implementation as a cost, but not as a business they have already won. The question asks: "does management convey that THE COMPANY IS PRESENTLY TOO SMALL FOR THE BUSINESS IT HAS ALREADY BEEN GIVEN?" That is, real, already-secured business is large relative to current size, and they are working to grow into it. In the transcript, management talks about growth in sales force, recruiting, policies issued. But they don't say that they have more business than they can handle. They talk about "strong growth" and "outperforming industry" but that's just good performance. They don't mention any backlog, any orders they can't fulfill, any capacity constraints. They talk about investing in technology to support representatives, but that's normal investment. They talk about DOL rule implementation as a cost, not as a business opportunity they have already won. The essence is: an undersized company that has already been chosen or already been sent more business than it can currently carry, and is now racing to grow into it. There is no such indication here. The company is growing, but it seems to be managing fine. They are not saying they are overwhelmed. They are not saying they have more business than they can serve.

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NO Bought the seat, waiting for the ride: management describes a position already secured inside someone else's decision, w Q3 2016 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ3 2016 · 2016-11-10

We need to answer YES or NO based on the transcript. The question asks: does management convey that the company's near-term growth no longer depends on persuading anyone, because the decisions that govern it have already been made by others — and that the resulting activity has only just begun to reach the company? We need to check if all three conditions are met. Condition 1: The decision is behind them, not ahead. Management describes forward business as resting on choices outside parties have already made in its favor. In the transcript, there is discussion about the DOL fiduciary rule, but that's regulatory. There is also discussion about recruiting and sales force growth. However, the key point: is there any mention of committed business from outside parties? The transcript talks about Term Life insurance policies, adjusted direct premiums, and the coinsurance transactions at IPO. Specifically, Alison Rand says: "As we have discussed in the past, adjusted direct premiums should naturally grow over the next several years by a minimum of 10% annually as a result of the coinsurance transactions we entered into at the time of the IPO." That is a commitment from reinsurers? Actually, it's about ceding policies to reinsurers. But that is about the company's own business, not about customers committing. The question is about "decisions that govern it have already been made by others" - meaning customers or counterparties have already committed to buy or use the company's products. In the transcript, there is no mention of a large committed order or contract from a customer. The growth is driven by recruiting and sales force, which is still about persuading new representatives and clients. The company is still selling policies. There is no indication that the company has been "chosen" in a way that removes the need to persuade. The DOL rule is a regulatory change, not a customer commitment. The company is preparing for compliance, but that's not about committed business. Condition 2: The company is behaving like someone preparing to deliver. They are spending on DOL implementation, technology, etc. But that is about compliance, not about delivering a committed order. They are also training representatives, but that's about building the sales force, not fulfilling a committed order. Condition 3: The company is small relative to what has been committed.

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NO Selling out of one thing at a time: the company's growth is currently gated by a single identified bottleneck it is raci Q3 2016 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ3 2016 · 2016-11-10

We need to determine if management's account reduces the company's near-term growth to ONE IDENTIFIED BOTTLENECK. The question asks: does management discuss the company's future largely as a question of how fast that one bottleneck can be widened rather than as a question of demand, competition, or market conditions? We need to see if there is a single named bottleneck, demand is settled and real, and widening is the present work with results still ahead. Looking at the transcript: The company is Primerica, a financial services company. They discuss strong recruiting, life insurance sales, ISP (investment and savings products). They talk about DOL Fiduciary Rule implementation. They mention costs for DOL implementation. They talk about technology infrastructure and mobile initiatives. They talk about recruiting growth, life-licensed sales force growth. They mention that they are spending on DOL implementation, technology, etc. But is there a single bottleneck? They mention that they are working on DOL compliance, but that is a regulatory change, not necessarily a bottleneck limiting business. They also mention that they are investing in technology and mobile initiatives. They talk about recruiting and licensing. But they don't seem to identify a single specific thing that is gating the business. They talk about strong growth, but no mention of being at capacity or a specific constraint. They mention that they expect to incur costs for DOL implementation, but that is not a bottleneck. They also mention that they are working on enhancing point-of-sale technology for investment sales. But that is part of compliance, not a bottleneck. The question asks: "does management's account of the business reduce the company's near-term growth to ONE IDENTIFIED BOTTLENECK?" The answer is likely NO because management does not identify a single bottleneck. They discuss multiple factors: recruiting, licensing, DOL rule, technology, etc. They don't say "the limiting factor is X." They talk about strong results and growth. They mention that they are investing in technology and DOL compliance, but that is not a bottleneck. They also mention that they expect to repurchase shares. There is no sense that demand is pressing against a specific constraint. They talk about strong recruiting and sales, but no mention of being unable to meet demand due to a specific constraint.

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NO Management teaches the multiplication: the call explains how growth compounds, step by step, with each step already prov Q3 2016 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ3 2016 · 2016-11-10

We need to determine if management explains a self-reinforcing growth mechanism with current-period evidence. The transcript shows strong results, but does management walk through a cause-and-effect chain? They discuss recruiting, licensing, sales force growth, and productivity. They mention that recruiting leads to more licensed reps, which leads to more policies. But is there a feedback loop? They mention that the mobile app and internet site are used by reps, and they invest in technology to support them. However, they don't explicitly say that growth in sales force leads to lower costs or better economics that feed back. They talk about fixed costs spread over larger premium base, but that's generic scale. They also discuss DOL rule and how they are preparing. The key is whether they explain a mechanism where growth begets growth. They mention that recruiting is strong and they invest in training, but no explicit chain like "more reps -> more policies -> more revenue -> more investment -> more reps". They do say that the mobile app and internet site are evolving resources with extensive cost, and fees offset expenses. But that's not a growth loop. They also mention that they expect adjusted direct premiums to grow due to coinsurance, but that's not a self-reinforcing mechanism. The question asks: does management explain the mechanism by which the company's growth feeds itself? They talk about recruiting growth leading to more licensed reps, which leads to more policies. But is that a feedback loop? It's a linear chain: recruiting -> licensed reps -> policies. But does that lead to more recruiting? They don't explicitly say that. They say they are focused on recruiting and have leadership focus. They don't say that more policies lead to more recruiting. They also mention that they invest in technology to support reps, but that's not a loop. They also mention that they have a large sales force and that productivity is in high end. But no explicit self-reinforcing mechanism. They also talk about the DOL rule and how they are preparing, but that's not growth. The answer is likely NO. The call is strong-quarter reporting with drivers, but no explanation of a compounding mechanism. They mention economies of scale in terms of fixed costs spread over larger base, but that's generic. They don't walk through a specific chain with evidence. So answer NO.

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NO Growing out of the old self: management itself says the company has quietly become a different business, and the numbers Q3 2016 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ3 2016 · 2016-11-10

We need to answer YES or NO based on the transcript. The question asks: does management convey that the company today is running on a different basis than the company its reported results and reputation were built on — that is, does management itself describe the company as having crossed, recently and substantially, into being a different kind of business than it was, while making clear that this change is not yet what the reported numbers or the outside picture of the company reflect? We need to look for management's own words describing a change of basis already real, and that the reported results/perception lag the change. Scan the transcript. Management discusses strong performance, recruiting, term life growth, ISP, DOL rule. They talk about DOL rule implementation, changes to comply. They mention that they are planning for the rule, spending on implementation, expecting costs. They also mention that beginning in 2017, insurance policies coming to end of first policy term will no longer be ceded to IPO reinsurers, increasing net premiums by ~$50 million, with offsetting costs. They say this may have modestly negative impact on benefits and claims ratio and margins, but offset by favorable trends. They also discuss that they expect adjusted direct premiums to grow low-to-mid teens through 2017. Is there any statement that the company is now operating on a fundamentally different basis? The DOL rule is a regulatory change, but they are planning for it, not yet implemented. They say "We continue to plan for the rule that’s currently written." They are making changes to comply, but it's not yet in effect. They also mention that they have kept representatives informed, but it's about future compliance. The question asks about a change of basis already real. Management does not say "we have become a different kind of business." They talk about strong results, growth, but that's ordinary. They mention that they are spending on DOL implementation, but that's a cost, not a change in business model. They also mention that they expect to incur costs in 2017 and ongoing. That's future. The only potential change is the reinsurance change in 2017, but that's a technical adjustment, not a change in business basis. They say it will increase net premiums but offset by costs, and they expect margins to remain in 19-20% range. That's not a fundamental change.

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NO Compounding order flow: the same customers keep coming back bigger, and the company is quietly widening the funnel behin Q3 2016 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ3 2016 · 2016-11-10

We need to answer YES or NO based on the transcript. The question asks: does management describe that the company's own commercial effort has shifted from persuading buyers to provisioning them? That is, is the practical work of the business right now figuring out how to get more of its offering into the hands of buyers who have already decided, rather than convincing buyers to decide? We need to look at the transcript for evidence. The company is Primerica, selling life insurance and investment products. The call discusses strong recruiting, sales force growth, policies issued, etc. But the question is about whether management's energy is on provisioning (supply, throughput, access, fulfillment) rather than persuading (demand). Let's examine the transcript. Management talks about strong performance, growth in sales force, recruiting, licensing. They discuss DOL rule implementation, technology platform, etc. They talk about repurchasing shares. They talk about Term Life segment, ISP segment. Key points: They mention that they are spending on DOL implementation, technology infrastructure, mobile initiatives. They talk about the sales force growth. They mention that they are planning for the DOL rule. They talk about the cost of compliance. But is there any indication that buyers have already decided and the company is now focused on provisioning? The company sells insurance and investment products. The sales force is recruiting new representatives. The growth is driven by recruiting and licensing. The company's business model is to have representatives sell to clients. The question is whether management describes that the work is now about getting product to buyers who already want it, rather than convincing them. Looking at the transcript: Glenn Williams talks about recruiting, licensing, technology platform. He says "We believe we continue to attract, such a large number of aspiring entrepreneur, because our company gives individuals a unique chance to build their own financial services business." That's about recruiting representatives, not about end buyers. He talks about the DOL rule and how they are preparing. He says "We plan to continue to our offering these products on a brokerage platform to the markets we serve." That's about compliance. Alison Rand talks about expenses, including DOL implementation costs, technology infrastructure.

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NO Mid-ramp quarter: contribution has started but the period only caught part of it Q3 2016 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ3 2016 · 2016-11-10

We need answer YES/NO. Need analyze transcript. Need identify if management describes identifiable piece of new business activity already started contributing partway through reported period or starting now, and reported results captured only partial early slice, fuller run-rate arriving over next few quarters as timing matter. Let's parse transcript. Management discusses several things: Term Life growth, recruiting, ISP, DOL rule implementation costs, IPO reinsurance retention change beginning 2017. Also new claims adjudication system? Let's examine. Question asks: "On this call, does management describe an identifiable piece of new business activity that has ALREADY STARTED CONTRIBUTING PARTWAY THROUGH THE REPORTED PERIOD OR IS STARTING RIGHT NOW — and make clear that the reported results captured only a PARTIAL, EARLY SLICE of it, with the fuller run-rate arriving over the next few quarters as a matter of timing rather than as a matter of winning anything further?" Need answer YES if all three. Let's identify candidate: The IPO reinsurance retention change. Alison: "Beginning in 2017 insurance policies coming to the end of their first policy term, will no longer be ceded to the IPO reinsurers. We expect this change to increase net premiums by approximately $50 million by the end of 2017, which will largely be offset by an increase to benefit and claims and DAC. Retention of these policies may have a modestly negative impact to the benefits and claims ratio as well as Term Life operating margins overall. That being said, we believe any resulting headwind should be more than offset by the favorable Term Life trends... On an annualized basis, we expect the benefits and claims ratio to be in the 58% to 59% range and the Term Life operating margin to remain in the 19% to 20% range in 2017. Adjusted direct premiums are expected to show attractive growth rates in the low- to mid-teens through 2017." Is this "new business activity" already started contributing partway through reported period? No, it begins in 2017, after reported Q3 2016. It is starting right now? "Beginning in 2017" - not yet started at time of call (Nov 2016). It is a future change. Not already live. So not YES. Another candidate: DOL Fiduciary rule implementation costs. They incurred $1.7 million in Q3, expect $2 million in Q4, roughly $10 million in 2017, ongoing $4-5 million.

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NO Cash cost of the wait: management is funding a defined waiting period whose end is already scheduled Q3 2016 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ3 2016 · 2016-11-10

We need answer only YES or NO. Need analyze transcript. Need determine if management describes company currently living through defined waiting period paying for something not yet earning, with end near-dated event, etc. Let's parse. Transcript: Primerica Q3 2016. Key topics: strong performance, recruiting, Term Life, ISP, DOL Fiduciary Rule implementation. Management discusses DOL rule: "We continue to plan for the rule that’s currently written. Our management team along with the help of industry leading consultants and service providers is diligently working through changes we would need to make to comply with the rule." "We are spending a significant amount of efforts, developing enhance point of sale technology... Additionally, we have analyzed all of our operational processes and making necessary adjustments... to be in compliance with the rule, when it becomes effective in April of 2017." "Significant change generally creates short-term disruption... Throughout this rule making process, we have kept our top ISP licensed representatives informed... We are in ongoing communications about the rule and working with them to deliver the support ISP representatives will need to adapt the new landscape." "Primerica is uniquely position to make necessary changes to comply with the rule; we remain committed to serve middle-income families... We are confident that our simple business model and sophisticated point-of-sale technology will give us flexibility... Today we have a very efficient process for executing a trade while in client's home. Ultimately, the new process should streamline the sales process so that’s easier to execute trades and creates a more attractive business for representatives considering obtaining a mutual fund license." Also Alison: "Let me close with a discussion of the DOL ruling implementation cost. As Glenn discussed, we are in the process of developing the best needs of providing investment advice to middle-income families under the DOL fiduciary rule. While we plan to leverage our already robust compliance and administrative infrastructures to comply with the rule, we expect to incur substantial implementation cost for consulting, legal guidance, sales force training and technology platforms as well as ongoing cost to comply with the rule. As we continue with our evaluation, our expected costs have increased modestly.

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NO The lull that never came: the company's own recurring weak stretch failed to materialize Q3 2016 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ3 2016 · 2016-11-10

We need answer yes/no. Need analyze transcript. Need determine if management conveys expected weak interval failed to materialize due to real business filling it. Look for seasonal patterns. In transcript, Q3 2016. Discuss recruiting: "We continue to attract, such a large number..." No mention of weak season. Term Life issued policies growth. Productivity. "On a sequential quarter basis, Term Life insurance policies issued declined 3% from the second quarter largely reflecting the higher productivity typical of the second quarter." That indicates second quarter typically higher, third quarter lower. But not a weak interval failed? They say decline from Q2 reflecting typical. Not missing lull. ISP sales sequential 9% lower than sequentially strong Q2. That's seasonal? Not. Maybe mention "So far, in the fourth quarter, we have seen solid year-over-year growth in recruiting as well as continued increase in size..." But not about weak interval. Question asks: Does management convey that a weak interval this company has learned to expect—a slow season, seasonal trough, recurring soft stretch, post-peak lull—has failed to materialize this time, because real business filled interval? Need identify in transcript. Possibly about DOL? No. Maybe "new life insurance licenses declined 4% from higher level in Q2" but that's expected? Not failed. Search for "seasonal" or "typical" "historically" "normal" "quarter" "sequential" etc. Transcript: "We surpassed a very positive distribution results we achieved in third quarter last year." "Recruiting increased 13% and new life insurance licenses declined 4% from the higher level in the second quarter. So far, in the fourth quarter, we have seen solid year-over-year growth in recruiting as well as the continued increase in size of our life insurance sales force at the end of October." This is not about lull. "On a sequential quarter basis, Term Life insurance policies issued declined 3% from the second quarter largely reflecting the higher productivity typical of the second quarter." This acknowledges Q2 higher, Q3 lower. But no indication that Q3 weak interval failed to materialize; indeed Q3 decline occurred. However Q3 issued policies up 13% YoY, but that's vs prior Q3, not within rhythm. Maybe "in third quarter, we surpassed a very positive distribution results we achieved in third quarter last year." No.

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NO Management is planning the next period around a number the current business does not yet support Q3 2016 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ3 2016 · 2016-11-10

We need to determine if management reveals that it is already resourcing and organizing the company around a level of activity that the business is not yet doing. That is, is there a gap between current internal commitments (spending, hiring, building, etc.) and reported results, with management explaining that this is due to specific things they can already see? Let's examine the transcript. Management discusses various aspects: recruiting, sales force growth, DOL rule implementation costs, technology investments, etc. Key points: - They mention "we are spending a significant amount of efforts, developing enhance point of sale technology" for DOL compliance. They also mention "we have analyzed all of our operational processes and making the necessary adjustments" and "we are in ongoing communications about the rule and working with them to deliver the support ISP representatives will need to adapt the new landscape." This is about DOL rule implementation, which is a regulatory change, not necessarily about scaling up for higher business volume. They are preparing for compliance, not for higher sales. - They mention "we expect to incur that $2 million in the fourth quarter of 2016 and roughly $10 million in 2017 for one time and ongoing costs combined" for DOL implementation. That's a cost, not resourcing for higher activity. - They talk about technology infrastructure and mobile initiatives: "a $2.7 million increase in technology infrastructure and mobile initiative." That seems like ongoing investment, not necessarily ahead of business. - They discuss recruiting and sales force growth. They say "we continue to attract, such a large number of aspiring entrepreneur" and they are investing in training and licensing. But that is matched to the current recruiting levels. They don't say they are building capacity for a much larger business than they have. - They mention "we have seen solid year-over-year growth in recruiting as well as the continued increase in the size of our life insurance sales force at the end of October." That is current growth, not forward-looking resourcing. - They discuss the DOL rule and its potential impact. They say "we are in the process of developing the best needs of providing investment advice to middle-income families under the DOL fiduciary rule." They are spending on consulting, legal, training, technology.

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NO Exit rate above the print: management says the business is already running hotter than the reported period shows Q3 2016 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ3 2016 · 2016-11-10

We need to determine if management conveys that the pace of business as the company exits the reported period is meaningfully higher than the average pace the reported results show. The question asks: does management describe how activity strengthened during the period or has continued strengthening just after it, such that the just-reported numbers understate the level the business is already operating at right now? We need to look for evidence in the transcript. Management discusses recruiting, life insurance policies, sales force growth, etc. They mention that in the fourth quarter, they have seen solid year-over-year growth in recruiting and continued increase in size of life insurance sales force at the end of October. That is after the quarter ended (Q3). They also mention that on a sequential quarter basis, recruiting increased 13% and new life insurance licenses declined 4% from the higher level in the second quarter. So they note that recruiting increased sequentially, but licenses declined. They also say "So far, in the fourth quarter, we have seen solid year-over-year growth in recruiting as well as the continued increase in the size of our life insurance sales force at the end of October." That indicates that after the quarter, the trend continues. But does that mean the pace is meaningfully higher than the average? They don't explicitly say that the current pace exceeds the period's average. They just say they've seen solid growth in recruiting and continued increase in sales force. They don't quantify or compare to the quarter's average. Also, they mention that productivity in the quarter was consistent with the prior year, and policies issued declined 3% sequentially from Q2. So there is no clear statement that the exit rate is above the period's average. They also discuss DOL rule uncertainty, but that's not about pace. The question asks for a coherent message that the period's reported figures are an average that the business has already climbed above, with evidence. Management does not explicitly say that. They mention that in Q4 they see solid growth, but that's just a continuation, not necessarily above the average. They also note that recruiting increased 13% sequentially in Q3, but that's within the quarter, not necessarily an exit rate. They don't say that the last month of Q3 was higher than the quarter average.

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NO Substance without an audience: strong current business reported into a thin, shallow professional crowd Q3 2016 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ3 2016 · 2016-11-10

We need to answer YES or NO based on the transcript. The question asks: Does the call show BOTH (1) genuinely strong, concrete current business and (2) a thin or shallow professional audience around it? First, assess the business strength. The transcript shows strong results: operating revenues up 8%, net operating income up 17%, Term Life premiums up 13%, policies issued up 13%, recruiting up 12%, etc. Management gives specific numbers and details. So (1) is present. Second, assess the Q&A engagement. The transcript has a Q&A session. How many questioners? There are two analysts: Mark Hughes from SunTrust and Adam Klauber from William Blair. Mark Hughes asks several questions, Adam Klauber asks a few. The questions are fairly specific and probing. For example, Mark asks about recruiting sustainability, insurance expenses, sales-based commissions, the $15 million impact, and DOL rule. Adam asks about registered reps growth, DOL product lineup, and buyback. That seems like a reasonably engaged audience. There are only two questioners, but they ask multiple follow-ups. The Q&A is not extremely long but it's substantive. The question asks if the audience is "visibly sparse or underdeveloped" relative to the substance. With two analysts asking multiple questions, it's not extremely thin. However, the instruction says "only a small handful of questioners participate" - that could be considered small. But they do probe. The overall impression? The business is strong, but the Q&A has two analysts. Is that "thin or shallow"? The question says "for example, only a small handful of questioners participate, the questions are few, brief, basic, or orientation-level rather than probing" - here the questions are not basic; they are specific and probing. So the audience is not shallow. They ask about details like the $15 million impact, DOL rule, etc. So the second half is not clearly present. The Q&A is active enough. Therefore, answer NO. But let's double-check: The question says "Answer YES when both halves are present together... Answer NO if the call has a full, active, engaged analyst audience — many questioners, sustained probing, or deep follow-up discussion." Here we have two questioners, but they have sustained probing. Mark Hughes asks multiple questions, Adam Klauber asks a few. That seems like an engaged audience. So NO. Thus, answer NO.

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Showing the latest 18 of 227 archived research questions.

These archived questions are separate from the newer 500-check scan above.

Past calls

PRI call history

Open a quarter only when you want its detailed evidence.

B Q2 2025 · Solid call · 2025-08-07Management gave no formal guidance against mixed demand signals. The delivery was unusually candid, rich in specifics.
Guidance: mixedDemand: mixedMargins: stablePricing: stableHeadcount: growingCapex: increasing⚑ Critic ammunition✓ Skeptic reassured✓ Guidance underwritable✓ Resolves doubts✓ Early product, fast growthHidden segment
Candor 7/9
Specificity 8/9
Evasion 2/9
Confidence 7/9
Uncertainty 5/9
Promotion 4/9
Stress 2/9
Complexity 4/9
View the 20 core call-quality checks
YES Would a skeptical short-seller find this call reassuring?
YES Would a careful investor underwrite management's guidance?
YES Is management's confidence proportionate to the evidence presented?
YES Does the call resolve more doubts than it creates?
YES Is there something a critic could fairly use against the company?
NO Is a claimed advantage dependent on scale they lack?
NO Does an obvious question remain unanswered?
YES Is a product early in its life but growing very fast?
NO Do they serve a small fraction of their addressable customers?
NO Is volume about to step up rather than grow gradually?
NO Are high fixed costs currently underutilised?
NO Is pricing recovering from a depressed level?
NO Do current results look bad while the direction looks better?
NO Are deferred revenue or customer prepayments growing?
NO Is consolidation happening among their peers?
NO Is a founder still running the company?
NO Does the final speaker sound like they are summarizing a finished story?
YES Is a fast-growing segment obscured by a declining one?
NO Does the CFO speak more than the CEO?
NO Does the call read rehearsed rather than lived?
C+ Q1 2025 · Mixed call · 2025-05-08Management held guidance steady against mixed demand signals. The delivery was unusually candid, rich in specifics.
Guidance: maintainedDemand: mixedMargins: stablePricing: stableHeadcount: growingCapex: increasing⚑ Critic ammunition✓ Skeptic reassured✓ Guidance underwritable✓ Resolves doubts✓ Early product, fast growth
Candor 7/9
Specificity 7/9
Evasion 2/9
Confidence 7/9
Uncertainty 6/9
Promotion 4/9
Stress 2/9
Complexity 4/9
View the 20 core call-quality checks
YES Would a skeptical short-seller find this call reassuring?
YES Would a careful investor underwrite management's guidance?
YES Is management's confidence proportionate to the evidence presented?
YES Does the call resolve more doubts than it creates?
YES Is there something a critic could fairly use against the company?
NO Is a claimed advantage dependent on scale they lack?
NO Does an obvious question remain unanswered?
YES Is a product early in its life but growing very fast?
NO Do they serve a small fraction of their addressable customers?
NO Is volume about to step up rather than grow gradually?
NO Are high fixed costs currently underutilised?
NO Is pricing recovering from a depressed level?
NO Do current results look bad while the direction looks better?
NO Are deferred revenue or customer prepayments growing?
NO Is consolidation happening among their peers?
NO Is a founder still running the company?
NO Does the final speaker sound like they are summarizing a finished story?
NO Is a fast-growing segment obscured by a declining one?
NO Does the CFO speak more than the CEO?
NO Does the call read rehearsed rather than lived?
B Q4 2024 · Solid call · 2025-02-12Management held guidance steady against mixed demand signals. The delivery was unusually candid, rich in specifics, relaxed under questioning.
Guidance: maintainedDemand: mixedMargins: stablePricing: stableHeadcount: growingCapex: increasing⚑ Critic ammunition✓ Skeptic reassured✓ Guidance underwritable✓ Resolves doubts⚑ Reads rehearsed
Candor 7/9
Specificity 8/9
Evasion 2/9
Confidence 7/9
Uncertainty 5/9
Promotion 4/9
Stress 1/9
Complexity 4/9
View the 20 core call-quality checks
YES Would a skeptical short-seller find this call reassuring?
YES Would a careful investor underwrite management's guidance?
YES Is management's confidence proportionate to the evidence presented?
YES Does the call resolve more doubts than it creates?
YES Is there something a critic could fairly use against the company?
NO Is a claimed advantage dependent on scale they lack?
NO Does an obvious question remain unanswered?
NO Is a product early in its life but growing very fast?
NO Do they serve a small fraction of their addressable customers?
NO Is volume about to step up rather than grow gradually?
NO Are high fixed costs currently underutilised?
NO Is pricing recovering from a depressed level?
NO Do current results look bad while the direction looks better?
NO Are deferred revenue or customer prepayments growing?
NO Is consolidation happening among their peers?
NO Is a founder still running the company?
NO Does the final speaker sound like they are summarizing a finished story?
NO Is a fast-growing segment obscured by a declining one?
NO Does the CFO speak more than the CEO?
YES Does the call read rehearsed rather than lived?
B+ Q3 2024 · Strong call · 2024-11-07Management raised guidance against accelerating demand. The delivery was unusually candid, rich in specifics.
Guidance: raisedDemand: acceleratingMargins: stablePricing: stableHeadcount: growing⚑ Critic ammunition✓ Skeptic reassured✓ Guidance underwritable✓ Resolves doubts✓ Early product, fast growth
Candor 7/9
Specificity 8/9
Evasion 2/9
Confidence 8/9
Uncertainty 4/9
Promotion 5/9
Stress 2/9
Complexity 5/9
View the 20 core call-quality checks
YES Would a skeptical short-seller find this call reassuring?
YES Would a careful investor underwrite management's guidance?
YES Is management's confidence proportionate to the evidence presented?
YES Does the call resolve more doubts than it creates?
YES Is there something a critic could fairly use against the company?
NO Is a claimed advantage dependent on scale they lack?
NO Does an obvious question remain unanswered?
YES Is a product early in its life but growing very fast?
YES Do they serve a small fraction of their addressable customers?
NO Is volume about to step up rather than grow gradually?
NO Are high fixed costs currently underutilised?
NO Is pricing recovering from a depressed level?
NO Do current results look bad while the direction looks better?
NO Are deferred revenue or customer prepayments growing?
NO Is consolidation happening among their peers?
NO Is a founder still running the company?
NO Does the final speaker sound like they are summarizing a finished story?
NO Is a fast-growing segment obscured by a declining one?
NO Does the CFO speak more than the CEO?
NO Does the call read rehearsed rather than lived?
B Q2 2024 · Solid call · 2024-08-08Management held guidance steady against accelerating demand. The delivery was unusually candid, rich in specifics.
Guidance: maintainedDemand: acceleratingMargins: stablePricing: stableHeadcount: growing⚑ Critic ammunition✓ Skeptic reassured✓ Guidance underwritable✓ Resolves doubts⚑ Reads rehearsed
Candor 7/9
Specificity 8/9
Evasion 2/9
Confidence 8/9
Uncertainty 3/9
Promotion 5/9
Stress 2/9
Complexity 4/9
View the 20 core call-quality checks
YES Would a skeptical short-seller find this call reassuring?
YES Would a careful investor underwrite management's guidance?
YES Is management's confidence proportionate to the evidence presented?
YES Does the call resolve more doubts than it creates?
YES Is there something a critic could fairly use against the company?
NO Is a claimed advantage dependent on scale they lack?
NO Does an obvious question remain unanswered?
NO Is a product early in its life but growing very fast?
YES Do they serve a small fraction of their addressable customers?
NO Is volume about to step up rather than grow gradually?
NO Are high fixed costs currently underutilised?
NO Is pricing recovering from a depressed level?
NO Do current results look bad while the direction looks better?
NO Are deferred revenue or customer prepayments growing?
NO Is consolidation happening among their peers?
NO Is a founder still running the company?
NO Does the final speaker sound like they are summarizing a finished story?
NO Is a fast-growing segment obscured by a declining one?
NO Does the CFO speak more than the CEO?
YES Does the call read rehearsed rather than lived?
C+ Q1 2024 · Mixed call · 2024-05-07Management held guidance steady against mixed demand signals. The delivery was unusually candid, rich in specifics.
Guidance: maintainedDemand: mixedMargins: stablePricing: under pressureHeadcount: growing⚑ Critic ammunition✓ Skeptic reassured✓ Guidance underwritable✓ Resolves doubtsHidden segmentDirection beats results
Candor 7/9
Specificity 8/9
Evasion 3/9
Confidence 7/9
Uncertainty 5/9
Promotion 5/9
Stress 3/9
Complexity 4/9
View the 20 core call-quality checks
YES Would a skeptical short-seller find this call reassuring?
YES Would a careful investor underwrite management's guidance?
YES Is management's confidence proportionate to the evidence presented?
YES Does the call resolve more doubts than it creates?
YES Is there something a critic could fairly use against the company?
NO Is a claimed advantage dependent on scale they lack?
NO Does an obvious question remain unanswered?
NO Is a product early in its life but growing very fast?
NO Do they serve a small fraction of their addressable customers?
NO Is volume about to step up rather than grow gradually?
NO Are high fixed costs currently underutilised?
NO Is pricing recovering from a depressed level?
YES Do current results look bad while the direction looks better?
NO Are deferred revenue or customer prepayments growing?
NO Is consolidation happening among their peers?
NO Is a founder still running the company?
NO Does the final speaker sound like they are summarizing a finished story?
YES Is a fast-growing segment obscured by a declining one?
NO Does the CFO speak more than the CEO?
NO Does the call read rehearsed rather than lived?
B Q4 2023 · Solid call · 2024-02-14Management held guidance steady against mixed demand signals. The delivery was unusually candid, rich in specifics.
Guidance: maintainedDemand: mixedMargins: stablePricing: stableHeadcount: growing⚑ Critic ammunition✓ Skeptic reassured✓ Guidance underwritable✓ Resolves doubtsHidden segmentDirection beats results
Candor 7/9
Specificity 8/9
Evasion 1/9
Confidence 7/9
Uncertainty 4/9
Promotion 4/9
Stress 2/9
Complexity 5/9
View the 20 core call-quality checks
YES Would a skeptical short-seller find this call reassuring?
YES Would a careful investor underwrite management's guidance?
YES Is management's confidence proportionate to the evidence presented?
YES Does the call resolve more doubts than it creates?
YES Is there something a critic could fairly use against the company?
NO Is a claimed advantage dependent on scale they lack?
NO Does an obvious question remain unanswered?
NO Is a product early in its life but growing very fast?
NO Do they serve a small fraction of their addressable customers?
NO Is volume about to step up rather than grow gradually?
NO Are high fixed costs currently underutilised?
NO Is pricing recovering from a depressed level?
YES Do current results look bad while the direction looks better?
NO Are deferred revenue or customer prepayments growing?
NO Is consolidation happening among their peers?
NO Is a founder still running the company?
NO Does the final speaker sound like they are summarizing a finished story?
YES Is a fast-growing segment obscured by a declining one?
NO Does the CFO speak more than the CEO?
NO Does the call read rehearsed rather than lived?
View 32 earlier calls
CallDateGradeGuidanceDemandMarginsCandorEvasion
Q3 2023 2023-11-08 C+ maintainedmixedstable 7/9 2/9
Q2 2023 2023-08-08 B maintainedmixedstable 7/9 1/9
Q1 2023 2023-05-09 B maintainedmixedstable 7/9 2/9
Q4 2022 2023-02-24 B maintainedmixedstable 7/9 1/9
Q3 2022 2022-11-09 B maintainedslowingcontracting 8/9 2/9
Q2 2022 2022-08-09 C+ maintainedmixedcontracting 7/9 3/9
Q1 2022 2022-05-06 C+ maintainedmixedcontracting 8/9 2/9
Q4 2021 2022-02-15 D loweredmixedstable 8/9 2/9
Q3 2021 2021-11-09 C+ maintainedmixedstable 7/9 3/9
Q2 2021 2021-08-06 B maintainedstableexpanding 7/9 2/9
Q1 2021 2021-05-08 B+ maintainedacceleratingcontracting 8/9 1/9
Q4 2020 2021-02-10 C+ maintainedacceleratingstable 7/9 3/9
Q3 2020 2020-11-07 B+ raisedacceleratingexpanding 8/9 3/9
Q2 2020 2020-08-09 B maintainedacceleratingexpanding 8/9 3/9
Q1 2020 2020-04-30 B+ maintainedmixedunclear 8/9 2/9
Q4 2019 2020-02-12 B+ raisedstablestable 7/9 3/9
Q3 2019 2019-11-07 C+ maintainedmixedexpanding 7/9 2/9
Q2 2019 2019-08-08 C loweredmixedstable 7/9 3/9
Q1 2019 2019-05-08 C+ maintainedmixedstable 7/9 2/9
Q4 2018 2019-02-08 B+ maintainedmixedstable 8/9 1/9
Q3 2018 2018-11-07 B maintainedmixedstable 7/9 2/9
Q2 2018 2018-08-08 B maintainedstableexpanding 7/9 2/9
Q1 2018 2018-05-13 B maintainedstablestable 7/9 2/9
Q4 2017 2018-02-08 B+ raisedstableexpanding 7/9 2/9
Q3 2017 2017-11-08 C+ maintainedstableexpanding 7/9 3/9
Q2 2017 2017-08-12 C+ maintainedacceleratingstable 7/9 3/9
Q1 2017 2017-05-14 B maintainedacceleratingcontracting 7/9 2/9
Q4 2016 2017-02-09 B maintainedacceleratingexpanding 7/9 2/9
Q3 2016 2016-11-10 B+ maintainedacceleratingexpanding 8/9 1/9
Q2 2016 2016-08-09 B raisedmixedexpanding 7/9 3/9
Q1 2016 2016-05-05 B+ raisedacceleratingexpanding 7/9 2/9
Q4 2015 2016-02-11 B maintainedacceleratingexpanding 7/9 2/9
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