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ASB · Earnings-call lab · 42 calls graded · 2016–2026

Associated Banc-Corp

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
42calls analyzed
2016–2026coverage
NEWESTQ1 2026 call
2026-04-23 · 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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OPENJan 2026 call
2026-01-22 · 5 analysts · 12 questions · 498 / 500 checks
Free · full reportThe quarter before the newest
C+
Call grade · Better than 44% of 177,437 calls
Mixed call. Management held guidance steady against accelerating demand and expanding margins. The delivery was unusually candid, rich in specifics.
Management toneResultTypical range · middle half of all callsFlag
Candor7 /9
—
Evasion3 /9
—
Specificity8 /9
—
Confidence8 /9
—
Uncertainty3 /9
—
Promotion6 /9
—
Stress2 /9
—
Complexity4 /9
—
Since the quarter before · Oct 2025 → Jan 2026
Guidance maintainedDemand acceleratingMargins expandingPricing stableBacklog growingHeadcount growingCapex increasing⚑ Critic ammunition✓ Skeptic reassured⚑ Question left hanging✓ Guidance underwritable✓ Resolves doubts⚑ Reads rehearsed
Notable checks detected
  • 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?
  • Does the operator use the phrase "next question" at least three times?
ScreenersHigh CandorSkeptic ReassuredCritic AmmunitionMargins ExpandingDemand AcceleratingBacklog GrowingCapex IncreasingReads Rehearsed
Lab panel · Jan 2026 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.

6 flags on this call
LanguageResultTypical range · middle half of all callsFlag
AI mentionsTimes management said AI, generative, LLM or agentic.0 mentions
typical 0–0
—
"Great question"Management praising a question before answering it.1 times
typical 0–1
—
Thank-yousEvery thanks on the call, in both directions.31 times
typical 13–31
—
BuzzwordsSynergies, headwinds, flywheels, best-in-class and friends.2.1 /1k words
typical 0.6–1.8
H
HedgesSort of, kind of, roughly, I think, probably.6.3 /1k words
typical 5.5–10.5
—
SuperlativesRecord, unprecedented, tremendous, incredible.1.1 /1k words
typical 0.3–1.2
—
Outside forcesMacro, weather, currency, tariffs, supply chain.10 mentions
typical 1–9
H
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.39.7 /1k words
typical 21.2–35.3
—
"Excited"Excited, exciting, thrilled.9 times
typical 0–3
H
Script shareShare of the call spent on prepared remarks rather than questions.46% % of call
typical 35%–55%
—
CEO shareHow much of the talking the CEO did.69% % of mgmt words
typical 29%–68%
H
Longest answerThe longest single management answer in the Q&A.419 words
typical 249–461
—
Reading levelFlesch–Kincaid grade level of management answers.7.0 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.30 of 49
typical 16–30
—
DodgingQuestions declined, deferred or answered with a different question.12 of 15
typical 5–9
H
BlameResults attributed to weather, macro, currency or other outside forces.11 of 27
typical 3–12
—
HypeSuperlatives and excitement in management language.10 of 11
typical 2–8
H
Analyst pushbackHow hard the analysts pressed: follow-ups, two-part questions, challenges.7 of 22
typical 5–10
—
ConfessionAdmissions, apologies and self-corrections.0 of 11
typical 1–5
—
Call theaterStage management: operator mechanics, scripted cues, "color".18 of 32
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

Jan 2026 · 498 checks

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

498checked
286detected
212not 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
YES 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 YES

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

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
NO Does anyone use "historically" or "traditionally" while defending a current practice? Activist · 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 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
YES Does the CEO answer a question personally after another executive initially responds? Air Traffic · seen in 58% 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% of calls 90% repeat consistency
NO 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 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 35.1% 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
NO Does any speaker use the word "obviously" at least twice? Air Traffic · seen in 55.8% 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 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
NO Does any analyst name two or more executives when asking their question? Air Traffic · seen in 35.1% 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 35.1% of calls 86.9% repeat consistency
NO Does the word "outperform," "outperformance," or "beat" appear? Air Traffic · 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 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
NO 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 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 51.6% 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
NO 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 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 79.9% of calls 81.1% repeat consistency
NO Does any speaker say "operator" aloud during the call? Air Traffic · seen in 43.9% 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 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
YES Does anyone use the phrase "as you know" to introduce a claim? Anthropologist · seen in 49% 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 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
NO Does the call end without any closing statement from the CEO? Anthropologist · seen in 24.4% 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 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
YES Does an executive answer a question with another question? Bankruptcy · 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 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
YES Does anyone describe a negotiation currently in progress? Bankruptcy · seen in 31.5% 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 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
NO Does any executive's first sentence include the word "revenue"? Clinical Trial · 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 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
YES Does the word "aggressive" or "aggressively" appear at least once? Compliance · seen in 35.4% 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 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
NO Does the word "journey" appear? Con Artist · 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 99.7% repeat consistency
NO 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 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 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
YES Does anyone use the phrase "to be honest" or "frankly"? Couples · seen in 33.8% 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 33.8% of calls 97% repeat consistency
YES 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 YES

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

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
YES Does anyone use the phrase "a couple of"? Courtroom · seen in 81% 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% 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
YES Does an executive use the phrase "we're seeing" 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 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
YES Does the word "team" appear at least twice? Courtroom · seen in 72% 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% of calls 93.9% repeat consistency
YES Does management promise to follow up or take a question offline? Courtroom · seen in 18.2% 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 18.2% of calls 85.5% repeat consistency
YES Does any speaker say "we're excited about" or "we're pleased with"? Courtroom · 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 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
YES Does anyone use the phrase "moving forward" or "go forward"? Courtroom · seen in 40.7% 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 40.7% of calls 85.5% repeat consistency
YES Does management mention a specific number of stores, locations, or markets? Courtroom · seen in 48% 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 48% of calls 88.9% repeat consistency
YES Does anyone use the word "folks"? Courtroom · seen in 23.5% 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 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
YES Does the word "guidance" appear at least five times in the transcript? Debate · seen in 47.3% 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 47.3% of calls 93.3% repeat consistency
NO Does any question contain the word "why"? Debate · seen in 36.3% 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 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
YES Does an executive begin an answer with "So" as the first word? Debate · seen in 68.4% 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 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
NO Is the word "definitely" used by any speaker? Debate · seen in 41.6% 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 41.6% of calls 98.7% repeat consistency
YES Does the word "seasonality" appear? Debate · seen in 27.1% 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 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
YES Does any executive use the word "team" when referring to employees? Debate · seen in 80.8% 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 80.8% of calls 95.2% repeat consistency
YES 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 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 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
YES Does any analyst's question contain the word "curious"? Discovery · seen in 57.5% 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 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
NO Does any speaker say "obviously" two or more times? Discovery · seen in 61.8% 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 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
YES Does any analyst ask about a specific geographic region or market? 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 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
YES Does any executive reference "our team" or "the team" at least twice? Discovery · seen in 59.5% 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 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
NO Does any speaker say "with that, I'll turn it over"? Discovery · seen in 55.8% 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 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
NO Does an executive use the phrase "if you look at" at least twice? Editor · 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 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
YES Does anyone say "we are excited about" without naming a number? Editor · seen in 38.7% 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 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
NO Does management use the word "headwind" or "headwinds"? Editor · seen in 42.1% 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 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
YES Does the phrase "going forward" appear at least twice? Editor · seen in 30.1% 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 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
NO Does management thank analysts by name at any point after a question? Editor · seen in 58.8% 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 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
YES 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 YES

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

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
YES Does the CEO personally deliver the closing remarks of the call? Fact Checker · seen in 68.9% 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 68.9% of calls 95.3% repeat consistency
YES 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 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 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
YES A single question receives answers from two different executives. Forensic · seen in 83.4% 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 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
YES Does any executive defer a question to another executive by name? Forensic · seen in 61.6% 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 61.6% of calls 95.3% repeat consistency
YES Someone uses the word "honestly," "frankly," or "to be clear." Forensic · seen in 44.9% 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 44.9% of calls 96% repeat consistency
NO Does anyone use the word "ecosystem" or "platform" without a number attached? Forensic · seen in 60.6% 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 60.6% of calls 98.7% repeat consistency
NO Does the transcript contain the word "certainly" three or more times? Forensic · seen in 34.5% 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 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
NO The transcript contains an apology unrelated to financial results. Forensic · 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 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
YES The phrase "as you know" appears at least twice. Forensic · 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 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
NO Does an executive say "thank you" to the analyst before answering a question? Forensic · seen in 46.7% 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 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
YES Does anyone say "we remain" followed by a verb (e.g., "we remain committed")? Forensic · 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 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
YES 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 YES

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

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
YES Does the word "clearly" appear at least twice? Hostage · seen in 24.8% 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 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
NO 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 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 57.8% of calls 85.2% 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
YES 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 YES

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

Transcript-only check Detected in 52.3% of calls 80.4% repeat consistency
YES 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 YES

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

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
NO Does the CFO's prepared section exceed the CEO's in number of paragraphs? Insurance · seen in 38% 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% 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
YES Does any analyst mention the word "margin" in their first question? Insurance · seen in 39.4% 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 39.4% of calls 93.8% repeat consistency
YES Executive uses the word "excited" more than twice. Insurance · 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 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
YES Does the word "guidance" appear at least three times? 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 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
YES Does an analyst begin with a compliment, such as "great quarter" or "congrats"? Insurance · 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 93.9% repeat consistency
NO Does an executive say "we said" when recalling prior statements? Insurance · 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 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
NO Does any analyst address a question to two or more executives by name? Insurance · seen in 33.6% 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 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
NO 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 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 75.9% of calls 87.2% repeat consistency
NO 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 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 87% repeat consistency
YES Does anyone say "we are pleased" or "we're excited"? Insurance · 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 94.3% repeat consistency
YES Does anyone use the word "leverage" (financial or metaphorical)? Insurance · 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 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
NO Is the word "automation" or "productivity" used at least once? Insurance · seen in 37.9% 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 37.9% of calls 99% repeat consistency
NO Does the word "uncertainty" or "uncertainties" appear at least twice? Insurance · 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 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
YES Does management use the word "leverage" or "leveraging" at least twice? Insurance · seen in 51.1% 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 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
NO Is the phrase "a number of" used at least once? Insurance · seen in 67.1% 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 67.1% of calls 94.6% repeat consistency
YES Does anyone use the phrase "best-in-class" or "industry-leading"? Insurance · 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 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
YES Speaker says "we don't guide" on anything. Insurance · seen in 16.5% 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 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
YES Does the word "macro" or "macroeconomic" appear at least twice in the call? Insurance · 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 99.3% repeat consistency
NO Does the transcript contain the word "typically" at least twice? 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 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
YES Does any speaker use the phrase "going forward"? Insurance · seen in 61.4% 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 61.4% of calls 88% repeat consistency
YES Does management use the phrase "going forward" at least twice? Insurance · seen in 24.9% 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 24.9% of calls 84.2% repeat consistency
NO Does anyone say "stability" or "stable" when describing demand? Insurance · 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 89.6% repeat consistency
NO Word "normal" used about demand. 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 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
YES 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 YES

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

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
NO Does the word "volatility" appear? Insurance · 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 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
YES Does the word "pipeline" appear without a dollar figure attached? Insurance · seen in 55.3% 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 55.3% of calls 99% repeat consistency
YES Does the phrase "the macro" or "macro environment" appear? Insurance · seen in 19.7% 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 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
NO Does management thank analysts by name when responding? Insurance · seen in 52.9% 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 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
YES Does anyone say "takeaway," "take out," or "take rate"? Insurance · 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 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
YES 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 YES

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

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
NO Does anyone say "obviously" at least three times? Interrogator · seen in 43.3% 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 43.3% of calls 86.9% repeat consistency
YES Does anyone use the word "pipeline" at least twice? Interrogator · 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 98.3% repeat consistency
NO Does anyone say "moving on" or "let me turn it over" during prepared remarks? Interrogator · 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 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
NO Does anyone say "headwind" or "headwinds" more than once? Linguist · 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 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
YES Does an analyst flatter management within their first sentence of speaking? Negotiation · seen in 46.6% 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 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
YES Does anyone say "excited" or "pleased" at least twice in the transcript? Negotiation · 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 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
YES Does the word "macro" or "macroeconomic" appear in the transcript? Negotiation · seen in 39.9% 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 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
YES 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 YES

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

Transcript-only check Detected in 10.7% of calls 94.3% repeat consistency
YES Does anyone describe a metric as "noisy" or "lumpy"? Negotiation · seen in 15.6% 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 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
YES Does anyone use the phrase "the team" when taking ownership would be natural? Poker · seen in 42.5% 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 42.5% of calls 81% repeat consistency
YES Does anyone blame weather, holidays, or calendar quirks unprompted? Poker · seen in 35.6% 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 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
YES Does the word "guidance" appear in the transcript? Private Credit · seen in 78.7% 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 78.7% of calls 97.3% repeat consistency
YES Does anyone say "we're excited" or "we are excited"? Private Credit · seen in 49.5% 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 49.5% of calls 93.7% repeat consistency
NO Does the word "dividend" appear? Private Credit · seen in 45.5% 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 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
NO Does anyone cite a percentage of revenue from a specific segment? Private Credit · seen in 40.3% 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 40.3% of calls 92.6% repeat consistency
NO Does the word "challenge" or "challenging" appear at least once? Private Credit · seen in 68.6% 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 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
YES Does anyone reference "the macro" or "macro environment"? Private Credit · seen in 26.5% 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 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
YES Does anyone use the phrase "our customers" rather than naming a customer? Private Credit · 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 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
YES 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 YES

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

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
NO Does any analyst's question include the word "capex" or "cash flow"? Procurement · seen in 38.5% 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 38.5% of calls 94.5% repeat consistency
NO Does the word "headline" or "headwinds" appear at least once? Procurement · seen in 43.1% 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 43.1% of calls 95.9% repeat consistency
YES Does the word "core" appear at least twice? Procurement · seen in 44% 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% 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
NO 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 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 66.3% of calls 89.7% 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
YES Does any analyst's question contain the word "guidance"? Project · seen in 54.3% 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 54.3% of calls 92.4% repeat consistency
NO Does the CFO's prepared remarks exceed 1,000 words? Project · 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 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
YES Does management use the phrase "balance sheet" at least twice? Project · seen in 41.1% 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 41.1% of calls 96.6% repeat consistency
YES Does the CEO make closing remarks after the Q&A ends? Project · seen in 64.8% 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 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
YES 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 YES

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

Transcript-only check Detected in 23.9% of calls 94.2% repeat consistency
YES Does an analyst preface a question with "quick" or "quickly"? Screenwriter · seen in 56% 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 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
YES Does the word "guidance" appear in the Q&A section? Screenwriter · seen in 66.6% 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 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
YES Does management use the word "guidance" 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 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
NO Does the word "challenge" or "challenging" appear at least twice? Screenwriter · seen in 47.8% 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 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
NO 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 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 83.3% of calls 86.3% repeat consistency
NO Does the word "challenging" appear? Screenwriter · seen in 41.6% 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 41.6% of calls 98.3% repeat consistency
NO Does the word "certainly" appear at least once in management's answers? Screenwriter · seen in 59.3% 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 59.3% of calls 95.9% repeat consistency
YES Does any analyst ask a personal, warm, or congratulatory question? Screenwriter · seen in 49.4% 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 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
YES Does the phrase "going forward" appear? Screenwriter · seen in 62.9% 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 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
YES Does management use the phrase "going forward"? Screenwriter · seen in 56.2% 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 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
YES Does anyone tell a self-contained anecdote with a beginning, middle, and end? Screenwriter · 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 82% repeat consistency
YES Does any executive use the phrase "our team"? Screenwriter · seen in 50.8% 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 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
YES Does any executive say "we're pleased" or "I'm pleased"? Screenwriter · 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 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
NO Does anyone use the phrase "on a year-over-year basis"? Screenwriter · seen in 18.9% 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 18.9% of calls 93.6% repeat consistency
YES Is the word "excited" or "exciting" used by management at least twice? Semiotician · seen in 45.8% 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 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
NO Does the word "obviously" appear at least twice? Semiotician · seen in 57.9% 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 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
NO Does anyone use the word "actually" at least three times? Semiotician · seen in 46.2% 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 46.2% of calls 85.5% repeat consistency
YES Does any executive begin an answer with "Look," or "So,"? Semiotician · seen in 85.7% 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 85.7% of calls 85% repeat consistency
NO Does the word "challenging" or "challenges" appear at least three times? Semiotician · seen in 32.2% 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 32.2% of calls 90.6% repeat consistency
YES Does the operator run out of queued questions and close early? Semiotician · seen in 34.3% 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 34.3% of calls 83.5% repeat consistency
NO Does any analyst apologize or preface with "sorry" before asking? 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 92.9% repeat consistency
YES Is the word "excited" used by the CEO more than the word "confident"? Semiotician · 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 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
YES Does the word "guidance" appear more than five times in the transcript? Semiotician · seen in 31.8% 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 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
YES Does any analyst's question begin with a compliment or congratulation? Semiotician · seen in 41.5% 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 41.5% of calls 88.3% repeat consistency
NO Does an analyst apologize before or during their question? 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 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
YES Does anyone say "from a ... perspective" (e.g., "from a margin perspective")? Semiotician · seen in 56.9% 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 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
YES Does the word "leverage" appear at least twice? Semiotician · seen in 52.1% 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 52.1% of calls 94.5% repeat consistency
YES Is the word "leverage" used at least three times? Semiotician · 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 90% repeat consistency
NO Does management use the word "headwinds" at least once? Semiotician · seen in 33.6% 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 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
YES Does anyone attribute results to "the team" rather than to strategy? Semiotician · seen in 61.6% 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 61.6% of calls 90.7% repeat consistency
YES Does any speaker say "going forward"? Semiotician · seen in 61.4% 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 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
NO Does anyone describe the future with "We believe" more than "We expect"? Semiotician · seen in 30.2% 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 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
YES Does the word "macro" appear at least twice? Semiotician · seen in 21.9% 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 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
YES Is the phrase "base case" or "scenario" used at least once? Semiotician · seen in 19.1% 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 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
NO Does management use the phrase "on a year-over-year basis"? Semiotician · seen in 16.9% 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 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
YES Does management use the phrase "strategic" at least twice? Semiotician · 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 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
NO Does any speaker use the word "fundamentals"? 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 100% repeat consistency
YES Does the word "resilient" or "resilience" appear? Semiotician · 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 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
NO Does any analyst ask a question containing the word "why"? Simultaneous · seen in 36.1% 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 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
NO Does the word "headwind" or "headwinds" appear at least twice? Simultaneous · seen in 28.5% 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 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
YES Does the phrase "going forward" appear at least once? Simultaneous · 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 86.5% repeat consistency
YES Does the word "team" appear at least three times? Simultaneous · seen in 59% 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% 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
YES Does any executive use the word "team" to refer to company personnel? Simultaneous · 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 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
YES Does the word "talent" appear at least once? Simultaneous · seen in 20.8% 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 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
YES Is a supplier or vendor mentioned by name at any point? Supply Chain · seen in 33.7% 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 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.
498 checks shown · YES means detected; it is not automatically positive or negative.
Real saved model output

Archived AI reasoning

Earlier Artul research experiments on ASB calls. Open a question to read the model's original reasoning.

233 saved explanations · 229 questions
NO Outgrowing the shell: management describes the business pressing against the limits of its own current form Q1 2024 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ1 2024 · 2024-04-25

We need to determine if management conveys that the business has outgrown some key dimension of the company's own current form, and that management is already changing that form to catch up. The transcript shows Andy Harmening discussing strategic plans, hiring, growth, etc. He mentions "Phase 2 of our strategic plan" and "we are hard at work executing Phase 2" with key hires, product launches, etc. He says "we remain on track with our plans." He also mentions "we've added key talent in leadership positions across the bank" and "we've grown our commercial RM base." He talks about "we are continuing to invest in training for our branch bankers" and "we are continuing to add commercial and small business RMs." He mentions "we enhanced our commercial banking team by adding three senior RMs." He also says "we are not looking to just fill seats at Associated. We are looking to add talent." He mentions "we've made significant strides in bolstering our senior leadership team with top talent from across the Midwest." He also says "we expect to add Mike Lemons to our commercial team in Minnesota next month." He talks about "we are continuing to invest in people, products, process and technology." He says "expense discipline remains a foundational focus." He also says "we've generated significant momentum as a company over the past three years." He mentions "we've added key talent in leadership positions across the bank." He says "we've grown our commercial RM base." He also says "we've upgraded the customer experience, implemented a successful massive affluent program, and amplified our brand presence." He says "these efforts are driving results across the company." He mentions "our customer satisfaction scores have continued to improve to historically high levels." He says "we were named number one for retail banking satisfaction in the Upper Midwest." He also says "our colleague engagement scores have also improved." He says "we were recently named a winner of the 2024 Top Workplaces in the USA Award." He says "we believe the foundation of a successful company starts with happy customers and happy colleagues." He says "our efforts have also translated to results that have direct impact on our bottom line." He says "here in Q1, we saw positive household growth across the bank after several years of downward trends in organic numbers." He says "we again delivered bro

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NO Two-sided intensity: both new counterparties arriving and existing ones enlarging in the same recent period Q1 2024 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ1 2024 · 2024-04-25

我们根据提供的收益电话会议记录来判断。问题要求确认管理层是否描述了近期业务从两个方向同时加强：(1)新的付费对手方实际到达（如新客户、账户、合作伙伴或项目），以及(2)现有对手方扩大了他们的业务规模。两者都必须是近期发生的实际事件，而不是管道或计划。 查看记录：Andy Harmening在开场时提到“we saw positive household growth across the bank”，这是新客户增长。他还提到“we again delivered broad-based loan growth and core customer deposit growth”，但贷款和存款增长可能来自现有客户。具体来说，他强调“we continue to add commercial and small business RMs”以及“we are continuing to add commercial and small business RMs throughout the footprint”，这些是新增人员，但人员增加不等于客户增长。在Q1中，他提到“we saw positive household growth across the bank after several years of downward trends in organic numbers”以及“consumer household acquisition was up 26%”，这是新客户。此外，还有“we added $557 million of core customer deposit growth in Q1”以及“added $1.4 billion of core customer deposits since the midpoint of 2023”，这些存款增长可能来自新客户和现有客户。 关于现有客户扩大规模：他提到“our commercial customers continue to explore investments in their businesses”，但那是探索，不是实际扩大。他提到“we again delivered broad-based loan growth”，但贷款增长可能包括现有客户的增加。具体地，他提到“added $215 million in auto balances”和“added $127 million in C&I balances”，这些是贷款增长，但无法区分是否来自现有客户扩大还是新客户。不过，在Slide 9中，他提到“we added $215 million in auto balances”等，这可能是业务增长。 但关键是，管理层是否明确将这两方面作为已发生的事实来呈现，并认为这种结合是当前的模式？在开场的总结中，他说“we saw positive household growth”和“we again delivered broad-based loan growth and core customer deposit growth”，这两者都是已发生的。但他没有明确说“existing customers expanded”作为独立事件。他提到“our commercial customers continue to explore investments”，但那是未来。 更仔细看，在Slide 3中，他说“we saw net growth across the board and consumer business wealth households”和“Our consumer household acquisition was up 26%”这是新客户。同时，他也提到“we are also seeing our strategy translate to net growth on both sides of the balance sheet”，但“both sides”指贷款和存款，不一定指新和旧。 在问题中，要求同时有“new paying counterparties actually arrived”和“existing counterparties enlarged what they take”。在电话会议中，是否有明确提到现有客户扩大了业务？例如，在讨论存款增长时，他说“we added $557 million of core customer deposit growth”，这可能来自现有客户增加存款，但未明确说。在贷款方面，他说“led by steady growth in our prime/super prime auto portfolio and emerging C&I growth”，这些可能是新客户或现有客户。 更具体地，在Slide 9中，他描述了“we added $215 million in auto balances”和“added $127 million in C&I balances”，但没有区分新旧。另外，在回应对存款增长的提问时，Andy说“we expect the vast majority of what we're going to get in deposit growth to come from consumer”并提到“we are growing households”和“getting a higher average deposit amount per household”，这里“higher average deposit amount per h

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NO Paid-in full, payoff just starting: the hard part of a major undertaking is behind the company, and the benefit is only Q1 2024 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ1 2024 · 2024-04-25

We need to determine if management conveys that the hardest, costliest, or most uncertain phase of a major undertaking is now substantially behind the company, and that the company is crossing from paying to getting paid, with reported results still reflecting the paying phase. Let's analyze the transcript. The company is Associated Banc-Corp. They discuss their strategic plan, Phase 2, organic growth initiatives, etc. Key points from Andy Harmening's opening remarks: - "we've generated significant momentum" since joining three years ago. - "we've bolstered our leadership team with several key hires across the bank. We've continued to add talented commercial RMs throughout the footprint, and we have significantly elevated the customer experience for our retail and small business customers by deploying several product upgrades and modernizing our customer-facing digital experiences." - "These efforts are driving results across the company. Our customer satisfaction scores have continued to improve to historically high levels. And earlier this month, we were recognized by J.D. Power, who named us number one for retail banking satisfaction in the Upper Midwest. Our colleague engagement scores have also improved as we'd advanced our plans. We were recently named a winner of the 2024 Top Workplaces in the USA Award, while also winning five Energage awards for cultural excellence." - "Importantly though, our efforts have also translated to results that have direct impact on our bottom line. Here in Q1, we saw positive household growth across the bank after several years of downward trends in organic numbers, and we again delivered broad-based loan growth and core customer deposit growth for the quarter, both of which enable us to remix our balance sheet and improve our return profile over time." - "To build on this organic growth momentum, we are hard at work executing Phase 2 of our strategic plan originally announced in November. With several key hires, product launches, and other initiatives already completed in the past 180 days, we remain on track with our plans. We expect the full impact of these actions in Phase 2 to be realized in the second half of 2024 and into 2025." - "As we look forward, we are encouraged by the early results from our plan, but we expect to make additional progress as we move throughout the year." So they have Phase 1 and Phase 2.

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NO Winning is getting easier: management describes the effort needed to land each new piece of business visibly falling, wi Q1 2024 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ1 2024 · 2024-04-25

We need to answer YES or NO based on the transcript. The question asks: does management convey that it has recently become easier for the company to win business than it used to be? Specifically, they need to show a comparison against the company's own past, real recent proof, and that the easing is still in effect. Let's scan the transcript for relevant statements. Andy Harmening speaks about momentum, strategic plan, etc. We need to find any language about winning business being easier now than before. For example, they talk about adding commercial RMs, growing deposits, loan growth, household growth. They mention "we continue to expect total loan growth of between 4% and 6%" etc. But do they explicitly say that it's become easier to win business compared to their own past? Look for phrases like "easier," "less effort," "conversion," "win rates," "customers arriving already convinced," etc. Andy says: "We've generated significant momentum since I joined three years ago. We've bolstered leadership team, added RMs, elevated customer experience... These efforts are driving results." He then mentions customer satisfaction scores improve, J.D. Power award, Top Workplaces. But that's not about winning business ease. Later, he says: "we are encouraged by the early results from our plan... we expect to make additional progress as we move throughout the year." That's about progress, not ease. On deposits: "we've now added $1.4 billion of core customer deposits since the midpoint of 2023." That's growth, but not specifically about ease of winning. On loans: "we continue to expect total loan growth of 4% to 6%." Not about ease. Derek Meyer talks about margin, net interest income. Not about ease. Patrick Ahern talks about credit. Not about ease. Is there any statement about "winning business" being easier? Possibly in the context of hiring talent: "There is a growing perception in the Midwest that Associated Banc is an employer of choice" – that's about attracting employees, not customers. Maybe they talk about "customers arriving already familiar"? I don't see that. They talk about "positive household growth" and "customer household acquisition up 26%" but that's a metric of growth, not necessarily that it's easier to win. They might say something like "we are seeing our strategy translate to net growth on both sides of the balance sheet" but again that's growth.

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NO The company is outgrowing its own explanations: management keeps telling investors the reported numbers are not the busi Q1 2024 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ1 2024 · 2024-04-25

We need to determine if management conveys that reported results do not represent the current business. Look for repeated or substantial indications that the reported period is stale relative to operating present. Examples: meaningful business now in motion contributed little to period; pace/level/mix currently above period; costs of benefits just begun; what company has already become; consistent pointing to what is already in hand/motion. Transcript: Andy discusses strategic plan phases, momentum, hires, product launches. He says "While recent economic data has clouded macro outlook... we are encouraged by resilience...". Then talks about executing strategic plan, highlighting customer satisfaction, etc. He says "Here in Q1, we saw positive household growth across the bank after several years of downward trends... we again delivered broad-based loan growth and core customer deposit growth..." That's about reported period. He mentions Phase 2 announced in November, "several key hires, product launches, and other initiatives already completed in the past 180 days, we remain on track... expect full impact realized in second half of 2024 and into 2025." That suggests benefits not yet fully in reported period but that's forward-looking. He says "we are encouraged by early results from our plan, but expect additional progress as we move throughout year." Not exactly saying reported numbers are stale. Slide 3: "we've generated significant momentum over past three years... benefits starting to come through" but still tied to current period. Slide 4: "Since announcing Phase 2... we've stayed on offense, achieving several milestones... In some cases, these efforts are already having an impact, but we expect full impact ramp up over course of year and into 2025." That suggests some impact in Q1 but not full. Not necessarily that reported results are behind. Derek on margin, etc. Discusses balance sheet repositioning in Q4, effects in Q1. He says "NII increased... margin increased." That's about reported period. Credit: Pat says "our portfolio continues to hold up relatively well" etc. Question specifically asks: Does management convey that reported results do not represent the business the company is actually running today? That is a gap where the business as it stands today is ahead of the reported period. Management repeatedly or substantially indicates that.

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NO Escape velocity out of a small base: management describes the business compounding at a rate its own size cannot absorb Q1 2024 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ1 2024 · 2024-04-25

We need to determine if management describes the company as being at a point where the rate of accumulation has become the dominant fact, with multiples and repeated doublings off a small base. The transcript is from Associated Banc-Corp's Q1 2024 earnings call. We need to look for management's own words conveying that they are growing at multiples of recent past, and that they are still small relative to what's happening. Let's scan the transcript for any such framing. Andy Harmening's opening remarks: "we've generated significant momentum... we've added key talent... we've grown our commercial RM base... we've upgraded customer experience... These efforts are driving results... our customer satisfaction scores have continued to improve... we were named number one... colleague engagement scores improved... we were named a winner... we saw positive household growth... we again delivered broad-based loan growth and core customer deposit growth... we are hard at work executing Phase 2... we expect the full impact... to be realized in the second half of 2024 and into 2025." He talks about growth but not in multiples. He mentions "we've now added $1.4 billion of core customer deposits since the midpoint of 2023." That's a cumulative number, not a multiple. He says "we've added $557 million of core customer deposits in Q1, representing a 2% increase." That's incremental. Later, on Slide 3, he says "we saw net growth across the board... reversing a steady trend of net decreases... our consumer household acquisition was up 26%... attrition down 9%." That's a percentage increase, not a multiple. He says "customer growth with quality accounts will provide a tailwind." On Slide 4, he mentions "we've stayed on offense, achieving several milestones... we are continuing to add commercial and small business RMs... we enhanced our commercial banking team by adding three senior RMs." That's not multiples. Derek Meyer talks about NII, margin, etc. No multiples. Patrick Ahern on credit: no multiples. The question asks: does management convey that the company keeps having to describe itself in terms of multiples or repeated doublings of its own recent past? I don't see any such language. They talk about growth, but not in terms of "doubled" or "tripled" or "several times." They mention "up 26%" for household acquisition, but that's a percentage increase, not a multiple.

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NO First domino, named next dominoes: management generalizes a fresh win into a repeatable template and points to the speci Q1 2024 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ1 2024 · 2024-04-25

We need to determine if management explicitly generalizes a recent real success as a repeatable template and identifies specific next places where it's being applied. Scan the transcript for such a pattern. Andy mentions various successes: household growth, deposit growth, loan growth, awards, Phase 2 initiatives. He talks about adding talent, product launches, etc. But does he point to a specific proven first instance and then say "this is a template we can repeat" and name specific next places? He mentions "we are continuing to add commercial and small business RMs throughout the footprint" and "just last week, we enhanced our commercial banking team by adding three senior RMs in Madison, Milwaukee and Chicago." That's a specific action but not necessarily a template from a proven success. He also mentions "we expect to see the full impact ramp up over the course of the year" but that's about initiatives. He talks about deposit growth: "we've now added $1.4 billion of core customer deposits since the midpoint of 2023." But does he say this is a repeatable template? He says "we remain confident in our growth prospects based on incremental boosts we expect to receive from our initiatives." That's not a specific template. He mentions "we are hard at work executing Phase 2 of our strategic plan" with key hires, product launches. But no specific first instance that is proven and then generalized. He mentions "we were named number one for retail banking satisfaction" and "Top Workplaces" but that's not a template. He mentions "we again delivered broad-based loan growth and core customer deposit growth" but that's just reporting results. He mentions "we are continuing to invest in training for our branch bankers" and "we are continuing to add commercial and small business RMs" but that's ongoing. He mentions "we expect to add Mike Lemons to our commercial team in Minnesota next month" - that's a specific hire, but is that a template? No. He mentions "we are on track with our strategic plan" and "we continue to expect total loan growth of between 4% and 6%" etc. That's guidance. No explicit statement like "what we did here is a template we can repeat" and then naming specific next places. The closest might be about deposit growth from consumer, mass affluent, private wealth, but he doesn't say "this is a proven template" and then name specific next places.

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NO Fresh problems of growth: the call's frictions are about handling more business, not finding it Q1 2024 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ1 2024 · 2024-04-25

We need answer yes/no. Need analyze transcript. Need determine if difficulties predominantly problems of growth vs weakness/decline/demand. Need use only transcript. We need parse management discussion. Company Associated Banc-Corp Q1 2024. They discuss resilience, strategic plan, growth. Challenges: macro uncertainty, elevated rates, deposit cost pressures, credit normalization, FDIC special assessment, non-interest income compression, expenses. Are these growth problems? They mention adding talent, RMs, product launches, Phase 2. But difficulties? Let's examine. Question asks: "When management discusses the difficulties, pains, or challenges the company is currently dealing with, are those difficulties predominantly PROBLEMS OF GROWTH — frictions created by the business getting bigger or moving faster than the company's current setup — rather than problems of weakness, decline, or finding demand?" Need identify what management says about current difficulties. They mention "While recent economic data has clouded the macro outlook... resilience... consumer remains healthy... commercial customers continue to explore investments... vigilant about challenges." "Given pressures from elevated rates, we have continued to see signs of normalization in portfolio... case-by-case. We have yet to see any meaningful negative trends." "Deposit cost pressures have not yet fully subsided... pressures continue to abate." "Expense discipline remains foundational." "Q1 non-interest expense included another $8 million FDIC special assessment." "non-interest income to compress slightly." "credit normalization." "net charge-offs tick higher... balanced by decreases." "CRE risk." "elevated rates." "macro question marks." These are external/macro/credit/regulatory, not growth frictions. They also discuss growth initiatives and hiring, but not as pain. They say "we are hard at work executing Phase 2... several key hires, product launches... remain on track." "We expect full impact... second half." "we are continuing to invest in training... adding RMs." No mention of straining to hire/onboard fast enough, outgrown systems, costs from ramping, service levels under pressure, bandwidth stretched. They present smooth execution. So answer NO. Need be careful: They mention "we've added key talent" and "we are not just looking to fill seats... adding talent." But no difficulty.

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NO Demand pull is outrunning the plan for one still-small offering, and the company is visibly re-pointing itself at it Q1 2024 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ1 2024 · 2024-04-25

We need to determine if management describes an identifiable offering/initiative that is still a smaller part of overall results, with both: (1) customer response running ahead of what company prepared for, and (2) company responding now by putting more behind it. Scan transcript for such descriptions. Look for mentions of specific products/services, growth areas, and any language about demand exceeding expectations and current expansion. Key points: Andy mentions "prime/super prime auto portfolio" and "emerging C&I growth" as loan growth areas. Also mentions "mass affluent program" and "private wealth" and "Phase 2" initiatives. Also mentions "consumer household growth" and "core customer deposit growth". Also mentions "digital product and marketing enhancements". Check for any explicit statement that customer response is ahead of what they prepared for. For example, "we are continuing to invest in training for our branch bankers to handle mass affluent relationships" - that suggests they are investing, but is there a statement that demand is ahead of plan? Also "we are continuing to add commercial and small business RMs" - that's expansion, but is it in response to demand ahead of plan? The transcript says "we are continuing to add commercial and small business RMs throughout the footprint" - that's ongoing, not necessarily a response to exceeding expectations. Look for phrases like "exceeded our expectations", "ahead of plan", "stronger than anticipated", "outpacing", etc. I see "we are encouraged by the early results from our plan" but not that it's ahead of plan. Also "we expect the full impact of these actions in Phase 2 to be realized in the second half of 2024" - that's future. There is a mention of "we again delivered broad-based loan growth and core customer deposit growth" - that's just performance. Also "we saw positive household growth across the bank after several years of downward trends" - that's a turnaround, but not necessarily ahead of plan. The question asks for a specific offering that is still a smaller part of overall results. The auto portfolio is mentioned as a growth area, but is it described as ahead of plan? No. Also "mass affluent" program - they say "we are continuing to invest in training for our branch bankers to handle mass affluent relationships" - that's investment, but no mention of demand exceeding preparation.

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NO Tone of discovery: management sounds newly surprised by its own business in a favorable direction Q1 2024 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ1 2024 · 2024-04-25

We need to determine if management's own account carries a genuine note of favorable surprise about its own business. Look for language of discovery, exceeding expectations, arriving sooner, etc., anchored in concrete recent events and presented as continuing. Scan transcript for such language. Andy Harmening's opening remarks: "we are encouraged by the resilience we've seen in our Midwestern footprint" - that's routine confidence. "we saw positive household growth across the bank after several years of downward trends in organic numbers" - that could be a favorable surprise? But is it described as surprising? He says "we saw" - not necessarily surprise. Later: "we again delivered broad-based loan growth and core customer deposit growth" - again, not surprise. Look for phrases like "better than expected", "exceeded", "came in beyond", "we were surprised", "we didn't anticipate", etc. Search for "surprise" or "unexpected" or "ahead of" etc. In the Q&A, Andy says: "we had a decent loan growth in the first quarter" - not surprise. Derek says: "we feel really good about the quarter" - not surprise. Check for any mention of something that took a different and better shape than management assumed. For example, deposit growth: "we've been pleased with the momentum we've seen from three straight quarters of core customer deposit growth." That's confirmation, not surprise. Look at the part about household growth: "we saw net growth across the board and consumer business wealth households reversing a steady trend of net decreases over the past several years." That is a change from past trend, but is it described as surprising? No, it's just stated as a result. Also "customer acquisition was up 26%... attrition down 9%" - again, just reporting. The question asks: "does management describe at least one real, current development using language of discovery rather than confirmation — conveying that what is happening exceeded, arrived sooner than, or took a different and better shape than what management itself had assumed?" We need explicit language of surprise or updating mental model upward. Search for words like "surprised", "better than we thought", "exceeded our expectations", "we didn't expect", "we were pleased to see" but that's not necessarily surprise. "Pleased" is not surprise. Look at the part about Phase 2: "we are hard at work executing Phase 2...

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NO Everyday buyers, repeat need: the company's growth is coming from ordinary customers who keep coming back on their own Q1 2024 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ1 2024 · 2024-04-25

We need to determine if management attributes current growth primarily to repeat behavior from existing ordinary customer base. The transcript discusses growth in deposits, loans, households. They mention "positive household growth across the bank after several years of downward trends in organic numbers" and "consumer household acquisition was up 26%... attrition down 9%". That is about acquisition and attrition, not necessarily repeat behavior. They talk about adding customers, not necessarily repeat purchases. They mention "core customer deposit growth" but that could be from new or existing. They talk about "mass affluent" program and "private wealth" referrals. They mention "we are growing households" and "getting a higher average deposit amount per household" - that could be existing customers deepening relationships, but is that repeat behavior? They say "we've added $1.4 billion of core customer deposits since midpoint of 2023" - but not specifically from existing customers returning. They talk about "customer satisfaction scores" and "J.D. Power" but that's not repeat behavior. They mention "we saw net growth across the board and consumer business wealth households" - that is net growth, could be new. They talk about "our efforts aren't just winning awards, they are transforming our financial profile" - but no specific repeat behavior. They mention "we are continuing to invest in training for our branch bankers to handle mass affluent relationships" - that's about serving existing? Not clear. They talk about "we are adding commercial and small business RMs" - that's new hires. They talk about "we expect to benefit further over the next several quarters as our Phase 2 initiatives start to have a full impact" - that's future. The question asks: does management attribute current growth primarily to repeat behavior from existing ordinary customer base? They mention "household growth" but that could be new households. They mention "attrition down" - that is retention, but they don't describe observed repeat activity like same-customer volume growth. They talk about "core customer deposits" but that could be from new or existing. They don't explicitly say "existing customers are coming back" or "repeat purchases" etc. They talk about "we are growing households" - that is acquisition. They talk about "we are adding commercial RMs" - that's new.

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NO Running the company for a size the numbers don't show yet Q1 2024 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ1 2024 · 2024-04-25

We need to determine if management conveys that it is already running the company for a meaningfully larger level of business than reported results show, with real commitments already executing and real demand already visible. Let's analyze the transcript. Key themes: Andy Harmening speaks about executing Phase 2 of strategic plan, hiring talent, product launches. He mentions "we are hard at work executing Phase 2 of our strategic plan... With several key hires, product launches, and other initiatives already completed in the past 180 days, we remain on track with our plans." He says "We expect the full impact of these actions in Phase 2 to be realized in the second half of 2024 and into 2025." That suggests future impact, not current. He mentions adding commercial RMs, training branch bankers, adding senior RMs in Madison, Milwaukee, Chicago. Also mentioned "we are continuing to add commercial and small business RMs throughout the footprint." That is hiring ahead of full workload? Possibly. But the justification: they see "momentum" and "growing perception" but not necessarily demand already visible. On deposits: "we continue to expect to drive core customer deposit growth between 3% and 5% for 2024." That is guidance, not current commitment. On loan growth: "we continue to expect total loan growth of 4% to 6%." Again forward. Derek Meyer: talks about NII growth expectations, balance sheet remixing. No specific commitments to capacity. Pat Ahern: credit quality. The question asks: does management convey that it is ALREADY RUNNING THE COMPANY FOR A MEANINGFULLY LARGER LEVEL OF BUSINESS THAN THE REPORTED RESULTS SHOW? That would mean they are spending/hiring/building capacity now to handle a bigger business, and they have real demand already visible. Let's look for specific commitments. They mention hiring RMs, but they also say "we expect the full impact to be realized in second half of 2024." That suggests they are investing now for future growth, not that the current level of business is larger than reported. The demand they cite? They talk about "resilience in our Midwestern footprint", "encouraged by early results", "building momentum." But they don't say they have orders or bookings in hand that exceed capacity. They mention "we have added $1.4 billion of core customer deposits" over three quarters, but that's already reflected in results.

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NO Priced for a smaller company: management is quietly telling investors the business has already outgrown what the numbers Q1 2024 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ1 2024 · 2024-04-25

We need to determine if management conveys that outsiders are currently underweighting something the company has already done, and if they point to a concrete, already-completed or already-operating piece of the business whose contribution is still largely ahead of reported results. Let's analyze the transcript. Management discusses their strategic plan, Phase 2, and various initiatives. They mention that they have made key hires, product launches, etc. They say "we remain on track with our plans. We expect the full impact of these actions in Phase 2 to be realized in the second half of 2024 and into 2025." That suggests that the impact is still ahead. But is there a recognition gap that management itself raises? They talk about "we've generated significant momentum" and "the benefits of these efforts are starting to come through in a number of ways." They mention customer satisfaction scores, J.D. Power award, etc. But do they explicitly say that outsiders are underweighting something? They don't directly say "the market is not appreciating X" or "analysts are still modeling an older version." They do say "we feel well positioned due to our foundation discipline around credit and expenses. Tailwinds from growth initiatives already completed and incremental momentum from Phase 2." That is more about confidence. They also say "we are on track towards providing a stronger future for our company and importantly our key stakeholder group as well." That's not a recognition gap. They mention "we've added $1.4 billion of core customer deposits since the midpoint of 2023." That's a concrete achievement. But do they say that the market is not recognizing this? Not explicitly. They talk about "we again delivered broad-based loan growth and core customer deposit growth" and "we continue to expect total loan growth of between 4% and 6%." That's guidance. They also mention "we've continued to add talented commercial RMs" and "we've significantly elevated the customer experience." But again, no explicit statement that outsiders are underweighting. Perhaps the closest is when they say "we are not looking to just fill seats at Associated. We are looking to add talent." That's about hiring. They also say "There is a growing perception in the Midwest that Associated Banc is an employer of choice." That's about perception but not about the market underweighting.

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NO Substance without an audience: strong current business reported into a thin, shallow professional crowd Q1 2024 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ1 2024 · 2024-04-25

We need to determine if both conditions are met: (1) genuinely strong, concrete current business with specific operating substance, and (2) thin or shallow professional audience around it. First, assess the business strength. The transcript shows management reporting positive results: Q1 earnings of $0.52 per share, net interest income up 2%, margin up 10 bps, core customer deposits grew 2% (third consecutive quarter), loan growth of $278 million period-end, auto and C&I growth, household growth, customer satisfaction awards, etc. They mention specific numbers: $557 million core customer deposit growth, $1.4 billion added since mid-2023, loan growth led by auto and C&I, etc. They also discuss strategic initiatives and progress. This seems like concrete, current operating strength with specific figures. Second, assess the Q&A engagement. The transcript lists participants: Daniel Tamayo, Jon Arfstrom, Terry McEvoy, Scott Siefers, Nicholas Moutafakis. That's five questioners. The questions are relatively few: each asks about 1-2 questions. The call has a Q&A session. The questions are not extremely deep but they do probe on margin guidance, deposit growth, fee income, expenses, loan demand, etc. However, the number of questioners is moderate (5). The questions are not extremely brief; they have some substance. But is it "visibly sparse or underdeveloped relative to that substance"? The business is strong, but the Q&A seems fairly typical for a bank earnings call. There are 5 analysts asking questions, which is not a "small handful" necessarily. The call length is typical. The questions cover key topics. The management provides detailed answers. The audience seems engaged enough. There is no indication that the audience is ignoring major developments. The Q&A is not extremely thin; it's a normal earnings call. Compare to the criteria: "only a small handful of questioners participate" – 5 is not a small handful? It's a moderate number. "the questions are few, brief, basic, or orientation-level" – they are not extremely basic; they ask about guidance, deposit trends, fee income, etc. "management itself must volunteer the depth and detail because nobody on the call digs for it" – management does provide detail, but that's normal. The overall impression is not that the professional audience is thin. The call seems to have a normal level of engagement.

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NO Somebody else pays first: management describes counterparties putting their own money down ahead of delivery Q1 2024 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ1 2024 · 2024-04-25

The question asks whether management describes counterparties putting their own money or resources at risk before receiving what they are paying for — i.e., pre-funding the company. Looking at the transcript, the key discussion is about deposits. Andy Harmening discusses core customer deposit growth, saying "we added $557 million of core customer deposit growth in Q1" and "we've now added $1.4 billion in core customer deposits to our balance sheet." He discusses deposit flows being "lumpy by nature" and the environment remaining competitive. The deposits are customer deposits — customers placing money with the bank. This is a bank, so deposits are the core funding. The question is whether management presents this as counterparties committing capital in advance of delivery. For a bank, deposits are the raw material — customers deposit money, and the bank lends it out. The "delivery" for a depositor is the banking services, interest, etc. But the question is whether management frames this as customers pre-funding the company's growth. Looking at the language: "This emphasis on core customer funding sources has also enabled us to draw down on our wholesale funding by another 5% during Q1." And "we are focused on driving core customer deposit growth" and "we accomplished that by adding customer deposits for the third consecutive quarter." Andy says: "we are not looking to just fill seats at Associated. We are looking to add talent." And discusses deposit growth as a result of initiatives. The question is whether this counts as "counterparties are pre-funding the company." For a bank, deposits are indeed the funding that the bank uses to make loans. The customers are committing their money to the bank in advance of the bank delivering... what? The bank delivers interest and services over time. But the deposit is the funding. However, the question's framing is about "paying, depositing, reserving, funding, or committing capital in advance of delivery." For a bank, deposits are the core business — customers deposit money and the bank pays interest. This is the ordinary course of banking. The question says NO if "the company simply gets paid in the ordinary course on normal terms, however promptly." But wait — the question is asking whether management describes this as something happening now, with customers committing capital ahead of delivery.

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NO The bridge is already built: management walks investors from today's numbers to a bigger business using only pieces alre Q1 2024 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ1 2024 · 2024-04-25

We need to determine if management's forward explanation is built out of specific pieces already secured/in motion, such that results understate locked-in business. The question asks for YES or NO based on the transcript. We need to analyze the transcript. Management discusses strategic plan, Phase 2, hiring, product launches, deposit growth, loan growth, etc. They mention specific initiatives: adding commercial RMs, mass affluent program, digital upgrades, etc. They also mention expected impacts in second half of 2024 and into 2025. They reiterate guidance for loan growth, deposit growth, NII growth. They talk about auto portfolio growth, C&I growth, etc. But are these "already secured" pieces? They mention hiring specific people, like Mike Lemons joining next month, and three senior RMs added last week. They mention product launches and marketing enhancements. They say "we expect the full impact of these actions in Phase 2 to be realized in the second half of 2024 and into 2025." They also mention "we are on track with our plans." However, the forward story seems to be based on initiatives that are in motion, but are they "already committed, contracted, built, launched, closed, or scheduled"? They have launched some things, hired people, etc. But the contribution is not yet in the numbers. They say "we expect to see the full impact ramp up over the course of the year." That suggests the pieces are in motion. But are they "material together" such that today's numbers understate? They reiterate guidance for growth. They also mention "we've added $1.4 billion of core customer deposits since mid-2023" and "three straight quarters of core customer deposit growth." They expect to continue. But is that a locked-in piece? It's more of a trend. The question asks: "When management explains where the company's business is heading over roughly the NEXT YEAR, does it build that explanation primarily out of SPECIFIC PIECES THAT ARE ALREADY SECURED OR ALREADY IN MOTION — rather than out of market hopes, pipeline, or general demand — such that the results just reported visibly UNDERSTATE the business the company has already locked in?" We need to see if management names specific pieces that are already committed and will contribute. They mention hiring specific people, but that's just hiring. They mention product launches, but those are already done.

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NO Counterparty conviction visible in deeds: an outside party has recently stepped up its commitment beyond its prior level Q1 2024 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ1 2024 · 2024-04-25

We need to determine if management describes an outside party that has recently taken a concrete, costly-to-itself action toward the company, and that the business from this stepped-up commitment has not yet meaningfully shown up in results, with most contribution ahead. Look for any mention of a specific counterparty or group of counterparties that have escalated their engagement. The transcript mentions growth in deposits, loans, households, etc. But is there a specific outside party that has taken a concrete action? For example, customers, partners, etc. The call talks about adding commercial RMs, hiring, product launches, but that's internal. There is mention of "we've added $1.4 billion of core customer deposits" and "three straight quarters of core customer deposit growth" - that's customers depositing money, but is that a concrete costly action? Deposits are a form of commitment, but is it described as a step-up beyond prior level? The call says "we've now added $1.4 billion of core customer deposits since the midpoint of 2023." That's growth, but is it a specific outside party? It's customers in general. The question asks for "at least one OUTSIDE PARTY — a customer, partner, distributor, payer, licensee, institution, or similar counterparty (one large party or a described group of them) — that has RECENTLY taken a CONCRETE, COSTLY-TO-ITSELF ACTION toward this company that goes clearly BEYOND that party's prior level of engagement". The call mentions "we saw positive household growth across the bank" and "consumer household acquisition was up 26%". That's customers opening accounts, which is a concrete action, but is it costly to them? Depositing money is a commitment. But is it described as a step-up? The call says "we've added $1.4 billion of core customer deposits" - that's a cumulative number. But is there a specific action that is beyond prior level? The call also mentions "we were named number one for retail banking satisfaction" - that's an award, not an action. Look for any mention of a specific partnership or large customer. The call mentions "Mike Lemons joins us from Wells Fargo" - that's a hire, not an outside party action. There is no mention of a specific company or institution that has committed to something. The call talks about "Phase 2 of our strategic plan" and "several key hires, product launches" - internal.

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NO Undersized for what it has already been handed Q1 2024 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ1 2024 · 2024-04-25

We need to determine if the transcript conveys that the company is presently too small for the business it has already been given. The key is: management's own account must show (1) business already secured/arriving, (2) out of proportion to current size, (3) company visibly growing into it now, and that results reported contain little of it. Let's analyze the transcript. The company is Associated Banc-Corp, a bank. They discuss loan growth, deposit growth, strategic initiatives, hiring, etc. Management talks about "Phase 2" of strategic plan, adding commercial RMs, hiring, product launches. They mention "we are hard at work executing Phase 2" and "we expect the full impact of these actions in Phase 2 to be realized in the second half of 2024 and into 2025." They also mention "we've added $1.4 billion of core customer deposits since the midpoint of 2023." They talk about loan growth of 4-6% for 2024, deposit growth 3-5%, NII growth 2-4%. But is there any indication that the company has already secured more business than it can handle? They talk about "broad-based loan growth" and "core customer deposit growth" in Q1. They mention "we again delivered broad-based loan growth and core customer deposit growth for the quarter." They also mention "we saw positive household growth across the bank after several years of downward trends." They talk about adding commercial RMs, hiring, etc. But is there a sense that the business is already theirs and is out of proportion? They talk about "we are not looking to just fill seats at Associated. We are looking to add talent." They mention "we've made significant strides in bolstering our senior leadership team with top talent from across the Midwest." They also mention "we are continuing to add commercial and small business RMs throughout the footprint." They talk about "we are continuing to invest in training for our branch bankers to handle mass affluent relationships." But is there any specific mention of a large order book, committed volumes, or business already won that exceeds capacity? The transcript is about a bank's earnings call. They discuss loan growth, but that's normal business. They don't mention any specific large contracts or commitments that are straining capacity. They talk about "we expect to drive total loan growth of 4% to 6% in 2024" which is a forecast, not secured business.

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Showing the latest 18 of 229 archived research questions.

These archived questions are separate from the newer 500-check scan above.

Past calls

ASB call history

Open a quarter only when you want its detailed evidence.

B Oct 2025 · Solid call · 2025-10-24Management held guidance steady against accelerating demand and expanding margins. The delivery was unusually candid, rich in specifics, relaxed under questioning.
Guidance: maintainedDemand: acceleratingMargins: expandingBacklog: growingPricing: stableHeadcount: growing⚑ Critic ammunition✓ Skeptic reassured✓ Guidance underwritable✓ Resolves doubts✓ Volume step-up ahead
Candor 7/9
Specificity 8/9
Evasion 2/9
Confidence 8/9
Uncertainty 3/9
Promotion 5/9
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?
YES 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 2025 · Strong call · 2025-08-05Management raised guidance against accelerating demand and expanding margins. The delivery was unusually candid, rich in specifics, relaxed under questioning.
Guidance: raisedDemand: acceleratingMargins: expandingBacklog: growingPricing: stableHeadcount: growing⚑ Critic ammunition✓ Skeptic reassured✓ Guidance underwritable✓ Resolves doubts
Candor 7/9
Specificity 8/9
Evasion 2/9
Confidence 8/9
Uncertainty 3/9
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?
NO Does the call read rehearsed rather than lived?
A Q2 2025 · Exceptional call · 2025-07-24Management raised guidance against accelerating demand and expanding margins. The delivery was unusually candid, rich in specifics, relaxed under questioning.
Guidance: raisedDemand: acceleratingMargins: expandingBacklog: growingPricing: stableHeadcount: growing✓ Clean call✓ Skeptic reassured✓ Guidance underwritable✓ Resolves doubts
Candor 7/9
Specificity 8/9
Evasion 2/9
Confidence 8/9
Uncertainty 3/9
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?
NO 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?
NO Does the call read rehearsed rather than lived?
A Q1 2025 · Exceptional call · 2025-04-24Management held guidance steady against steady demand and expanding margins. The delivery was unusually candid, rich in specifics, relaxed under questioning.
Guidance: maintainedDemand: stableMargins: expandingBacklog: growingPricing: stableHeadcount: growingCapex: flat✓ Clean call✓ Skeptic reassured✓ Guidance underwritable✓ Resolves doubts
Candor 7/9
Specificity 8/9
Evasion 2/9
Confidence 7/9
Uncertainty 5/9
Promotion 6/9
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?
NO 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?
YES 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?
C+ Q3 2024 · Mixed call · 2024-10-24Management lowered guidance against steady demand and expanding margins. The delivery was unusually candid, rich in specifics, relaxed under questioning.
Guidance: loweredDemand: stableMargins: expandingBacklog: growingPricing: stableHeadcount: growingCapex: flat⚑ Critic ammunition✓ Skeptic reassured✓ Guidance underwritable✓ Resolves doubts⚑ Reads rehearsed
Candor 8/9
Specificity 8/9
Evasion 2/9
Confidence 7/9
Uncertainty 4/9
Promotion 5/9
Stress 1/9
Complexity 6/9
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?
C+ Q2 2024 · Mixed call · 2024-07-25Management lowered guidance against slowing demand and expanding margins. The delivery was unusually candid, rich in specifics.
Guidance: loweredDemand: slowingMargins: expandingBacklog: growingPricing: stableHeadcount: growing⚑ Critic ammunition✓ Skeptic reassured✓ Guidance underwritable✓ Resolves doubts⚑ Reads rehearsedDirection beats results
Candor 7/9
Specificity 8/9
Evasion 1/9
Confidence 7/9
Uncertainty 4/9
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?
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?
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?
A Q1 2024 · Exceptional call · 2024-04-25Management held guidance steady against steady demand and expanding margins. The delivery was unusually candid, rich in specifics, relaxed under questioning.
Guidance: maintainedDemand: stableMargins: expandingBacklog: growingPricing: stableHeadcount: growing✓ Clean call✓ Skeptic reassured✓ Guidance underwritable✓ Resolves doubts⚑ Reads rehearsed
Candor 7/9
Specificity 8/9
Evasion 1/9
Confidence 8/9
Uncertainty 4/9
Promotion 6/9
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?
NO 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?
View 33 earlier calls
CallDateGradeGuidanceDemandMarginsCandorEvasion
Q4 2023 2024-01-25 C+ maintainedmixedstable 7/9 3/9
Q3 2023 2023-10-19 C+ mixedslowingcontracting 7/9 3/9
Q2 2023 2023-07-20 C+ mixedstablecontracting 7/9 3/9
Q1 2023 2023-04-20 C loweredslowingcontracting 7/9 2/9
Q4 2022 2023-01-26 C+ maintainedslowingexpanding 7/9 4/9
Q3 2022 2022-10-20 B+ raisedstableexpanding 7/9 2/9
Q2 2022 2022-07-21 B+ raisedacceleratingexpanding 7/9 2/9
Q1 2021 2022-04-21 A maintainedacceleratingexpanding 8/9 2/9
Q4 2021 2022-01-20 A raisedacceleratingexpanding 8/9 2/9
Q3 2021 2021-10-21 C+ maintainedacceleratingstable 6/9 2/9
Q2 2021 2021-07-22 B withdrawnacceleratingexpanding 7/9 2/9
Q1 2021 2021-04-23 A raisedacceleratingcontracting 8/9 1/9
Q4 2020 2021-01-21 A raisedacceleratingexpanding 8/9 2/9
Q3 2020 2020-10-22 B maintainedmixedexpanding 7/9 2/9
Q2 2020 2020-07-23 B+ maintainedstablecontracting 8/9 1/9
Q1 2020 2020-04-23 C withdrawnmixedstable 8/9 2/9
Q4 2019 2020-01-23 A maintainedstablestable 8/9 1/9
Q3 2019 2019-10-24 C loweredslowingcontracting 7/9 2/9
Q2 2019 2019-07-25 A raisedstableexpanding 8/9 1/9
Q1 2019 2019-04-25 A maintainedacceleratingstable 7/9 2/9
Q4 2018 2019-01-24 A maintainedacceleratingexpanding 8/9 2/9
Q3 2018 2018-10-18 B maintainedmixedunclear 8/9 1/9
Q2 2018 2018-07-19 B maintainedacceleratingexpanding 7/9 2/9
Q1 2018 2018-04-19 A raisedacceleratingexpanding 8/9 1/9
Q4 2017 2018-01-25 A maintainedstableexpanding 7/9 1/9
Q3 2017 2017-10-19 A maintainedstableexpanding 7/9 2/9
Q2 2017 2017-07-20 B+ maintainedstableexpanding 7/9 3/9
Q1 2017 2017-04-20 A maintainedacceleratingexpanding 7/9 1/9
Q4 2016 2017-01-19 B maintainedstablestable 8/9 2/9
Q3 2016 2016-10-20 B maintainedmixedcontracting 7/9 2/9
Q2 2016 2016-07-21 C+ maintainedstablestable 7/9 3/9
Q1 2016 2016-04-21 B maintainedacceleratingstable 8/9 2/9
Q4 2015 2016-01-21 B maintainedmixedstable 8/9 2/9
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