Stocks › A › ACGL

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

Arch Capital Group Ltd.

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

500checks per call

41calls analyzed

2016–2026coverage

NEWESTQ1 2026 call

2026-04-29 · 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.

Unlock the newest quarter for every company, plus this month's four picks. Already a member? Log in

OPENQ3 2025 call

2026-04-28 · 12 analysts · 27 questions · 500 / 500 checks

Free · full reportThe quarter before the newest

Call grade · Better than 59% of 177,437 calls

Solid call. Management held guidance steady against mixed demand signals and expanding margins. The delivery was unusually candid, rich in specifics, relaxed under questioning.

Management toneResultTypical range · middle half of all callsFlag

Candor7 /9

—

Evasion2 /9

—

Specificity8 /9

—

Confidence8 /9

—

Uncertainty3 /9

—

Promotion4 /9

—

Stress1 /9

—

Complexity5 /9

—

Since the quarter before · Q2 2025 → Q3 2025

Guidance maintainedDemand mixedMargins ~~stable~~expandingPricing under pressureHeadcount growing⚑ Critic ammunition✓ Skeptic reassured✓ Guidance underwritable✓ Resolves doubts

Notable checks detected

Are there more than eight analyst questioners?
Does the operator announce more than five questioners?
Does the operator announce more than ten questioners in the Q&A?
Is there a questioner from an investment bank other than the first three analysts who ask questions?

ScreenersHigh Candor Skeptic Reassured Critic Ammunition Pricing Under Pressure Margins Expanding

Lab panel · Q3 2025 call

30 markers, measured against 177,437 calls

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

9 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.0 times

typical 0–1

—

Thank-yousEvery thanks on the call, in both directions.5 times

typical 13–31

—

BuzzwordsSynergies, headwinds, flywheels, best-in-class and friends.2.5 /1k words

typical 0.6–1.8

HedgesSort of, kind of, roughly, I think, probably.23.7 /1k words

typical 5.5–10.5

SuperlativesRecord, unprecedented, tremendous, incredible.1.3 /1k words

typical 0.3–1.2

Outside forcesMacro, weather, currency, tariffs, supply chain.3 mentions

typical 1–9

—

Stonewalls"Not going to comment", "we don't break that out".0 times

typical 0–0

—

NumbersFigures per thousand words of management speech. Low means vague.19.9 /1k words

typical 21.2–35.3

"Excited"Excited, exciting, thrilled.1 times

typical 0–3

—

Script shareShare of the call spent on prepared remarks rather than questions.22% % of call

typical 35%–55%

—

CEO shareHow much of the talking the CEO did.100% % of mgmt words

typical 29%–68%

Longest answerThe longest single management answer in the Q&A.259 words

typical 249–461

—

Reading levelFlesch–Kincaid grade level of management answers.7.6 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.17 of 49

typical 16–30

—

DodgingQuestions declined, deferred or answered with a different question.11 of 15

typical 5–9

BlameResults attributed to weather, macro, currency or other outside forces.16 of 27

typical 3–12

HypeSuperlatives and excitement in management language.5 of 11

typical 2–8

—

Analyst pushbackHow hard the analysts pressed: follow-ups, two-part questions, challenges.12 of 22

typical 5–10

ConfessionAdmissions, apologies and self-corrections.1 of 11

typical 1–5

—

Call theaterStage management: operator mechanics, scripted cues, "color".16 of 33

typical 12–19

—

Capital returns talkAttention paid to buybacks, dividends, M&A and the balance sheet.6 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

Q3 2025 · 500 checks

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

Choose a past call

500checked

258detected

242not 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

YES Does anyone use "historically" or "traditionally" while defending a current practice? Activist · seen in 28.6% of calls

How to read this YES

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

Transcript-only check Detected in 28.6% of calls 83.7% repeat consistency

NO Is a departure, transition, or role change mentioned only in passing without a thank-you or tribute? Activist · seen in 10% of calls

How to read this NO

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

Transcript-only check Detected in 10% of calls 91% repeat consistency

NO Does anyone reference a private conversation ("as I told...", "as we discussed offline")? Activist · seen in 18% of calls

How to read this NO

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

Transcript-only check Detected in 18% of calls 85% repeat consistency

YES Does the transcript contain the phrase "next question" at least twice? Air Traffic · seen in 83.8% of calls

How to read this YES

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

Transcript-only check Detected in 83.8% of calls 97.3% repeat consistency

YES Does an analyst ask a question spanning more than five sentences? Air Traffic · seen in 75.4% of calls

How to read this YES

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

Transcript-only check Detected in 75.4% of calls 88.6% repeat consistency

NO 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 NO

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

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

YES Does any speaker use the phrase "if you look at" at least twice? Air Traffic · seen in 35.1% of calls

How to read this YES

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

Transcript-only check Detected in 35.1% of calls 90% repeat consistency

YES Does any analyst preface a question by summarizing the company's stated results? Air Traffic · seen in 75.4% of calls

How to read this YES

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

Transcript-only check Detected in 75.4% of calls 80.6% repeat consistency

YES Does any speaker use the word "obviously" at least twice? Air Traffic · seen in 55.8% of calls

How to read this YES

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

Transcript-only check Detected in 55.8% of calls 83.8% repeat consistency

NO Does anyone say "guidance" in the same sentence as a specific number? Air Traffic · seen in 56.4% of calls

How to read this NO

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

Transcript-only check Detected in 56.4% of calls 90.3% repeat consistency

YES Does any analyst say "congrats" or "congratulations" to management? Air Traffic · 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 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

YES 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 YES

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

Transcript-only check Detected in 32.8% of calls 88.7% repeat consistency

NO Does any analyst say "thank you" before asking their question? Air Traffic · seen in 71.4% 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 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

YES Does the word "outperform," "outperformance," or "beat" appear? Air Traffic · seen in 31.7% of calls

How to read this YES

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

Transcript-only check Detected in 31.7% of calls 95.7% repeat consistency

YES Does anyone say "the environment" when describing market conditions? Air Traffic · seen in 51.5% of calls

How to read this YES

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

Transcript-only check Detected in 51.5% of calls 83.9% repeat consistency

NO Does any executive use the word "momentum" at least twice? Air Traffic · 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

NO Does an executive begin an answer with "Great question," "Thanks," or "Appreciate"? Air Traffic · 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 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

NO Does any speaker say "with that" as a transition phrase? Air Traffic · seen in 76.4% 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 76.4% of calls 99% repeat consistency

NO Does anyone use the phrase "on a comparable basis" or "adjusted for"? Air Traffic · seen in 17.6% of calls

How to read this NO

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

Transcript-only check Detected in 17.6% of calls 92.6% repeat consistency

YES Does any speaker say "moving to" or "turning to" when changing topics? Air Traffic · seen in 74.8% of calls

How to read this YES

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

Transcript-only check Detected in 74.8% of calls 93.8% repeat consistency

YES Does any speaker say "over to you" or "I'll turn it over"? Air Traffic · seen in 79.9% of calls

How to read this YES

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

Transcript-only check Detected in 79.9% of calls 81.1% repeat consistency

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

YES Does an executive mention the weather? Bankruptcy · seen in 26.1% 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 26.1% of calls 96% repeat consistency

NO Does anyone describe a negotiation currently in progress? Bankruptcy · seen in 31.5% of calls

How to read this NO

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

Transcript-only check Detected in 31.5% of calls 90% repeat consistency

NO Does an executive describe a competitor with anything resembling respect? Bankruptcy · seen in 13.2% of calls

How to read this NO

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

Transcript-only check Detected in 13.2% of calls 90% repeat consistency

YES Does the operator announce more than ten questioners in the Q&A? Clinical Trial · seen in 21.8% 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 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

NO Does any question include the word "color"? Clinical Trial · seen in 59.8% 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 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

YES Does anyone use the phrase "to be clear"? Compliance · seen in 16.3% 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 16.3% of calls 97.3% repeat consistency

YES Does an analyst's question include a compliment followed by "but"? Compliance · seen in 14.1% 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 14.1% of calls 85.6% repeat consistency

YES Does the CFO use the word "sequential" or "sequentially" at least once? Compliance · 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 98.3% repeat consistency

NO Does any speaker say "with that" at least twice? Compliance · seen in 51.5% 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 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

YES Does the speaker describe a strategy as "disciplined" without describing any trade-off? Con Artist · seen in 23.1% of calls

How to read this YES

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

Transcript-only check Detected in 23.1% of calls 84% repeat consistency

NO Is there an apology offered to a specific analyst by name? Con Artist · seen in 11.2% of calls

How to read this NO

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

Transcript-only check Detected in 11.2% of calls 94.3% repeat consistency

NO Does anyone use the phrase "to be honest" or "frankly"? Couples · seen in 33.8% of calls

How to read this NO

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

Transcript-only check Detected in 33.8% of calls 97% repeat consistency

NO Does anyone promise to "follow up" or "take that offline" and fail to commit to when? Couples · seen in 15.6% of calls

How to read this NO

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

Transcript-only check Detected in 15.6% of calls 85.3% repeat consistency

NO Does anyone on the call interrupt a colleague mid-sentence? Couples · seen in 13.4% of calls

How to read this NO

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

Transcript-only check Detected in 13.4% of calls 91% repeat consistency

NO Does someone use a personal anecdote rather than a metric to justify confidence? Couples · seen in 20.8% of calls

How to read this NO

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

Transcript-only check Detected in 20.8% of calls 81.3% repeat consistency

YES Does the word "question" appear in the operator's speech more than three times? Courtroom · seen in 88.1% of calls

How to read this YES

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

Transcript-only check Detected in 88.1% of calls 97.3% repeat consistency

YES Does the word "growth" appear at least ten times? Courtroom · seen in 69.4% of calls

How to read this YES

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

Transcript-only check Detected in 69.4% of calls 94.3% repeat consistency

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

NO Does management mention a specific number of stores, locations, or markets? Courtroom · seen in 48% of calls

How to read this NO

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

Transcript-only check Detected in 48% of calls 88.9% repeat consistency

NO Does anyone use the word "folks"? Courtroom · seen in 23.5% of calls

How to read this NO

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

Transcript-only check Detected in 23.5% of calls 96.3% repeat consistency

YES Does anyone say "thank you" more than five times in total? Courtroom · seen in 87.2% of calls

How to read this YES

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

Transcript-only check Detected in 87.2% of calls 88.2% repeat consistency

YES Does an executive use the phrase "we believe"? Courtroom · seen in 83.6% of calls

How to read this YES

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

Transcript-only check Detected in 83.6% of calls 94.9% repeat consistency

YES Does the operator use the phrase "next question" at least three times? Debate · seen in 75.2% of calls

How to read this YES

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

Transcript-only check Detected in 75.2% of calls 97.3% repeat consistency

YES Does any analyst mention a specific percentage figure in their question? Debate · seen in 66.3% of calls

How to read this YES

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

Transcript-only check Detected in 66.3% of calls 93.3% repeat consistency

YES Does the word "quarter" appear in at least ten questions or answers during the Q&A? Debate · seen in 75.7% of calls

How to read this YES

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

Transcript-only check Detected in 75.7% of calls 91.2% repeat consistency

YES Does at least one analyst ask a question about margins or costs? Debate · seen in 88.5% of calls

How to read this YES

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

Transcript-only check Detected in 88.5% of calls 95.6% repeat consistency

YES Does the CEO answer the majority of analyst questions personally? Debate · seen in 66.9% of calls

How to read this YES

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

Transcript-only check Detected in 66.9% of calls 91.6% repeat consistency

YES Does any analyst ask a question phrased as "Can you talk about" or "Can you speak to"? Debate · seen in 60% of calls

How to read this YES

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

Transcript-only check Detected in 60% of calls 89.6% repeat consistency

YES Does the CFO speak during the Q&A portion at least twice? Debate · seen in 80.6% of calls

How to read this YES

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

Transcript-only check Detected in 80.6% of calls 98.3% repeat consistency

YES Does any question reference a specific quarter (e.g., "fourth quarter") by name? Debate · seen in 76.2% of calls

How to read this YES

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

Transcript-only check Detected in 76.2% of calls 92.3% repeat consistency

NO Does the operator interrupt the Q&A to announce time is limited or that this will be the last question? Debate · seen in 24% of calls

How to read this NO

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

Transcript-only check Detected in 24% of calls 91.2% repeat consistency

YES Does any analyst ask a question beginning with "just" (e.g., "just curious")? Debate · seen in 77.8% of calls

How to read this YES

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

Transcript-only check Detected in 77.8% of calls 82.8% repeat consistency

NO 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 NO

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

Transcript-only check Detected in 86.4% of calls 84.9% repeat consistency

NO Does any question begin with the words "can you" or "could you"? Debate · 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 86.2% repeat consistency

YES Does any executive use the phrase "if you look at" during the Q&A? Debate · seen in 52.9% of calls

How to read this YES

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

Transcript-only check Detected in 52.9% of calls 93.3% repeat consistency

YES Does the CFO answer at least one question without the CEO speaking first? Debate · seen in 77.5% of calls

How to read this YES

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

Transcript-only check Detected in 77.5% of calls 95.3% repeat consistency

NO Does any analyst ask a question containing an explicit comparison to a competitor company? Debate · seen in 31.7% of calls

How to read this NO

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

Transcript-only check Detected in 31.7% of calls 91.6% repeat consistency

YES Does the phrase "moving on" or "next question" come from the operator? Debate · seen in 88.4% of calls

How to read this YES

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

Transcript-only check Detected in 88.4% of calls 98.3% repeat consistency

YES Does an analyst ask about capital allocation (capex, buybacks, M&A, or dividends) in one question? Debate · seen in 60.4% of calls

How to read this YES

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

Transcript-only check Detected in 60.4% of calls 92% repeat consistency

YES Does the phrase "color" appear (e.g., "add some color") in the transcript? Debate · seen in 75.2% of calls

How to read this YES

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

Transcript-only check Detected in 75.2% of calls 98.6% repeat consistency

NO Does the word "guidance" appear at least five times in the transcript? Debate · seen in 47.3% of calls

How to read this NO

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

Transcript-only check Detected in 47.3% of calls 93.3% repeat consistency

YES Does any question contain the word "why"? Debate · seen in 36.3% of calls

How to read this YES

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

Transcript-only check Detected in 36.3% of calls 96.9% repeat consistency

YES Does any speaker say "I think" at least three times within a single answer? Debate · seen in 65.8% of calls

How to read this YES

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

Transcript-only check Detected in 65.8% of calls 93% repeat consistency

YES Does any executive begin an answer by restating the analyst's name? Debate · seen in 85.1% of calls

How to read this YES

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

Transcript-only check Detected in 85.1% of calls 93.6% repeat consistency

YES Does any executive's answer exceed 300 words in the transcript? Debate · seen in 68% of calls

How to read this YES

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

Transcript-only check Detected in 68% of calls 85.5% repeat consistency

NO Does the CEO answer the first analyst question personally? Debate · seen in 65.9% 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 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

YES Does any question contain the word "specifically"? Debate · seen in 28.6% of calls

How to read this YES

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

Transcript-only check Detected in 28.6% of calls 90% repeat consistency

NO Does management use the word "momentum" at least twice? 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 96.6% repeat consistency

YES Does management mention "margin" or "margins" in prepared remarks? Debate · seen in 75.1% of calls

How to read this YES

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

Transcript-only check Detected in 75.1% of calls 96.6% repeat consistency

YES Is the word "definitely" used by any speaker? Debate · seen in 41.6% of calls

How to read this YES

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

Transcript-only check Detected in 41.6% of calls 98.7% repeat consistency

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

YES Does anyone use the word "leverage" as a verb at least once? Debate · seen in 48.9% 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 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

NO Does any executive say "that said" or "having said that" to introduce a caveat? Debate · seen in 29.3% of calls

How to read this NO

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

Transcript-only check Detected in 29.3% of calls 95.3% repeat consistency

YES Does an analyst's question include the phrase "going forward"? Debate · seen in 20.6% 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 20.6% of calls 83.5% repeat consistency

NO Does an executive say "great question" at any point? Debate · 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 99.7% repeat consistency

NO Does anyone say "we remain confident" or "we are confident"? Debate · seen in 42.2% 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 42.2% of calls 93% repeat consistency

NO Does any executive say "thank you" immediately after finishing an answer? Debate · seen in 47.4% 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 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

YES Does any speaker say "obviously" two or more times? Discovery · seen in 61.8% of calls

How to read this YES

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

Transcript-only check Detected in 61.8% of calls 88.7% repeat consistency

NO 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 NO

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

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

NO 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 NO

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

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

NO Does any executive use the word "momentum"? Discovery · seen in 51.2% 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 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

NO 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 NO

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

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

NO Does anyone say "thank you" at least ten times in the transcript? Editor · seen in 73.2% 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 73.2% of calls 81.8% repeat consistency

YES Does an executive use the phrase "if you look at" at least twice? Editor · seen in 36.2% of calls

How to read this YES

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

Transcript-only check Detected in 36.2% of calls 89.9% repeat consistency

NO Does any analyst begin their question with "Hi" or "Hello" as a greeting? Editor · seen in 60.1% of calls

How to read this NO

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

Transcript-only check Detected in 60.1% of calls 95.6% repeat consistency

NO Does anyone say "we are excited about" without naming a number? Editor · seen in 38.7% of calls

How to read this NO

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

Transcript-only check Detected in 38.7% of calls 92.3% repeat consistency

NO Does an analyst reference a peer company's results or valuation? Editor · seen in 21.4% of calls

How to read this NO

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

Transcript-only check Detected in 21.4% of calls 88% repeat consistency

YES 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 YES

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

Transcript-only check Detected in 20.3% of calls 95.3% repeat consistency

YES Does management use the word "headwind" or "headwinds"? Editor · seen in 42.1% of calls

How to read this YES

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

Transcript-only check Detected in 42.1% of calls 97.6% repeat consistency

NO Does any speaker use the word "tailwind" or "tailwinds"? Editor · seen in 27.3% of calls

How to read this NO

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

Transcript-only check Detected in 27.3% of calls 99.7% repeat consistency

NO Does any speaker use the word "momentum"? Editor · seen in 52.8% 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 52.8% of calls 98.7% repeat consistency

NO Does the word "investments" appear in the context of margins or costs? Editor · seen in 40.8% 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 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

NO Does the word "efficiency" or "productivity" appear at least twice? Editor · seen in 47.4% 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 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

NO Does an executive say "great question" or "thanks for the question"? Editor · seen in 40.2% 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 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

YES 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 YES

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

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

NO Is an analyst's question answered with "great question" or similar? Editor · seen in 28.9% 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 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

NO 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 NO

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

Transcript-only check Detected in 64.9% of calls 93.6% repeat consistency

NO Does anyone say "thank you" at least ten times across the call? Fact Checker · 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 81.1% repeat consistency

NO Does the phrase "thank you for taking my question" or "thanks for taking my question" appear? Fact Checker · seen in 50.4% of calls

How to read this NO

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

Transcript-only check Detected in 50.4% of calls 94.9% repeat consistency

YES Does any analyst's first sentence contain a compliment or thanks before asking their question? Fact Checker · seen in 81.3% of calls

How to read this YES

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

Transcript-only check Detected in 81.3% of calls 97.3% repeat consistency

YES Does the CFO present in both the prepared remarks and the Q&A portion of the call? Fact Checker · seen in 84.1% of calls

How to read this YES

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

Transcript-only check Detected in 84.1% of calls 98% repeat consistency

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

NO 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 NO

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

Transcript-only check Detected in 80.9% 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

YES Does anyone use the word "ecosystem" or "platform" without a number attached? Forensic · seen in 60.6% of calls

How to read this YES

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

Transcript-only check Detected in 60.6% of calls 98.7% repeat consistency

YES Does the transcript contain the word "certainly" three or more times? Forensic · seen in 34.5% of calls

How to read this YES

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

Transcript-only check Detected in 34.5% of calls 93% repeat consistency

YES Does anyone begin an answer by restating or paraphrasing the analyst's name? Forensic · seen in 76.6% of calls

How to read this YES

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

Transcript-only check Detected in 76.6% of calls 89% repeat consistency

NO Does an analyst reference a competitor by name during their question? Forensic · seen in 24.2% of calls

How to read this NO

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

Transcript-only check Detected in 24.2% of calls 92.3% repeat consistency

NO Does a speaker say "let me" at least twice in the transcript? Forensic · seen in 49.3% of calls

How to read this NO

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

Transcript-only check Detected in 49.3% of calls 93.7% repeat consistency

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

NO The phrase "as you know" appears at least twice. Forensic · seen in 27.8% of calls

How to read this NO

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

Transcript-only check Detected in 27.8% of calls 89% repeat consistency

YES Does any speaker use the word "challenge" or "challenges" at least three times? Forensic · seen in 18.3% 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 18.3% of calls 86% repeat consistency

YES Does anyone mention "weather" as a factor affecting results? Forensic · 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 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

NO Does any speaker say "great question" or similar praise of a question? Forensic · seen in 37.4% 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 37.4% of calls 96.3% repeat consistency

NO The final question is answered noticeably shorter than the opening ones. Forensic · seen in 37.3% of calls

How to read this NO

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

Transcript-only check Detected in 37.3% of calls 81% repeat consistency

NO Does anyone say "we remain" followed by a verb (e.g., "we remain committed")? Forensic · seen in 36% of calls

How to read this NO

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

Transcript-only check Detected in 36% of calls 82.6% repeat consistency

YES 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 YES

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

Transcript-only check Detected in 48.9% of calls 82% repeat consistency

NO Does the transcript contain a sentence that begins with "What I would say is"? Historian · seen in 10.3% of calls

How to read this NO

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

Transcript-only check Detected in 10.3% of calls 95.3% repeat consistency

YES Does any question mention a specific percentage or dollar figure? Hostage · seen in 88.5% of calls

How to read this YES

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

Transcript-only check Detected in 88.5% of calls 93.9% repeat consistency

NO Does the CEO personally answer more questions than any other executive? Hostage · seen in 72.7% 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 72.7% of calls 93.9% repeat consistency

NO Does the operator say "our final question" or similar? Hostage · seen in 18.1% of calls

How to read this NO

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

Transcript-only check Detected in 18.1% of calls 92.3% repeat consistency

YES Does the word "opportunity" or "opportunities" appear at least five times? Hostage · seen in 58.7% of calls

How to read this YES

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

Transcript-only check Detected in 58.7% of calls 92.3% repeat consistency

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

How to read this NO

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

Transcript-only check Detected in 24.8% of calls 92.3% repeat consistency

YES Does the word "leverage" appear as a verb at least twice? Hostage · 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 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 Does the operator announce more than five questioners? Insurance · seen in 64.7% of calls

How to read this YES

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

Transcript-only check Detected in 64.7% of calls 99% repeat consistency

YES Are there more than ten analyst questions in total? Insurance · seen in 79.4% of calls

How to read this YES

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

Transcript-only check Detected in 79.4% of calls 92.9% repeat consistency

NO Does the operator use the phrase "our next question comes from" more than three times? Insurance · seen in 52.3% of calls

How to read this NO

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

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

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

NO 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 NO

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

Transcript-only check Detected in 40.6% of calls 83.3% repeat consistency

YES Executive corrects an analyst's premise. Insurance · 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 80.3% repeat consistency

YES Does the CFO's prepared section exceed the CEO's in number of paragraphs? Insurance · seen in 38% of calls

How to read this YES

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

Transcript-only check Detected in 38% of calls 86.5% repeat consistency

YES Does the CEO personally answer more than half of the analyst questions? Insurance · seen in 64.9% of calls

How to read this YES

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

Transcript-only check Detected in 64.9% of calls 92.1% repeat consistency

NO Does any analyst mention the word "margin" in their first question? Insurance · seen in 39.4% of calls

How to read this NO

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

Transcript-only check Detected in 39.4% of calls 93.8% repeat consistency

NO Executive uses the word "excited" more than twice. Insurance · seen in 27.7% of calls

How to read this NO

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

Transcript-only check Detected in 27.7% of calls 92.3% repeat consistency

NO Does any analyst ask a multi-part question containing three or more distinct questions? Insurance · seen in 82% of calls

How to read this NO

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

Transcript-only check Detected in 82% of calls 87.3% repeat consistency

NO Does the word "guidance" appear at least three times? Insurance · seen in 58.2% of calls

How to read this NO

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

Transcript-only check Detected in 58.2% of calls 94% repeat consistency

NO Does any analyst ask a two-part question signaled by "and also" or "and secondly"? Insurance · seen in 46.5% of calls

How to read this NO

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

Transcript-only check Detected in 46.5% of calls 84.2% repeat consistency

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

YES Does an executive say "we said" when recalling prior statements? Insurance · seen in 47.7% of calls

How to read this YES

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

Transcript-only check Detected in 47.7% of calls 89.7% repeat consistency

NO Does any analyst begin their turn with "thanks" or "thank you"? Insurance · seen in 71.8% 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 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

YES Does the word "synergies" appear? Insurance · seen in 19.8% of calls

How to read this YES

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

Transcript-only check Detected in 19.8% of calls 99% 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

YES Does an executive say "as I mentioned" or "as we said" at least once? Insurance · seen in 75.9% of calls

How to read this YES

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

Transcript-only check Detected in 75.9% of calls 87.2% repeat consistency

YES Does the CEO open the call before any analyst questions by mentioning the macro environment? Insurance · seen in 32% of calls

How to read this YES

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

Transcript-only check Detected in 32% of calls 87% repeat consistency

NO Does anyone say "we are pleased" or "we're excited"? Insurance · seen in 75% of calls

How to read this NO

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

Transcript-only check Detected in 75% of calls 94.3% repeat consistency

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

NO Does an analyst thank management before asking their question? Insurance · seen in 60.9% 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 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

YES Is the phrase "a number of" used at least once? Insurance · seen in 67.1% of calls

How to read this YES

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

Transcript-only check Detected in 67.1% of calls 94.6% repeat consistency

NO Does anyone use the phrase "best-in-class" or "industry-leading"? Insurance · seen in 27.3% of calls

How to read this NO

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

Transcript-only check Detected in 27.3% of calls 100% repeat consistency

NO Does the word "momentum" appear at least twice in prepared remarks? Insurance · seen in 21.7% 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 21.7% of calls 94.3% repeat consistency

NO Is the phrase "on a constant currency basis" or similar currency adjustment used? Insurance · seen in 20.6% of calls

How to read this NO

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

Transcript-only check Detected in 20.6% of calls 97% repeat consistency

NO Does an analyst's question include the phrase "just to clarify"? Insurance · seen in 10.1% of calls

How to read this NO

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

Transcript-only check Detected in 10.1% of calls 94.3% repeat consistency

NO Does the phrase "the team" appear at least twice in management remarks? Insurance · seen in 41.2% of calls

How to read this NO

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

Transcript-only check Detected in 41.2% of calls 80.5% repeat consistency

NO Does any speaker say "so clearly" or "quite frankly"? Insurance · seen in 18% of calls

How to read this NO

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

Transcript-only check Detected in 18% of calls 90.2% repeat consistency

YES Does management use the phrase "we believe" at least three times? Insurance · seen in 54% of calls

How to read this YES

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

Transcript-only check Detected in 54% of calls 92.3% repeat consistency

NO Speaker says "we don't guide" on anything. Insurance · seen in 16.5% of calls

How to read this NO

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

Transcript-only check Detected in 16.5% of calls 91.7% repeat consistency

YES Does the CFO use the word "quarter" at least ten times? Insurance · seen in 74.6% of calls

How to read this YES

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

Transcript-only check Detected in 74.6% of calls 90.7% repeat consistency

YES Does any speaker say "thank you" more than five times in total? Insurance · seen in 81.2% of calls

How to read this YES

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

Transcript-only check Detected in 81.2% of calls 83.8% repeat consistency

NO Does the word "macro" or "macroeconomic" appear at least twice in the call? Insurance · seen in 23.1% of calls

How to read this NO

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

Transcript-only check Detected in 23.1% of calls 99.3% repeat consistency

YES Does the transcript contain the word "typically" at least twice? Insurance · seen in 17.4% of calls

How to read this YES

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

Transcript-only check Detected in 17.4% of calls 92.6% repeat consistency

NO Does an executive state they will "come back to" a question or follow up later? Insurance · seen in 13.4% of calls

How to read this NO

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

Transcript-only check Detected in 13.4% of calls 89.7% repeat consistency

NO Does management thank analysts for their questions at any point during Q&A? Insurance · seen in 59.8% 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 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

YES Does anyone say "stability" or "stable" when describing demand? Insurance · seen in 23.6% of calls

How to read this YES

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

Transcript-only check Detected in 23.6% of calls 89.6% repeat consistency

YES Word "normal" used about demand. Insurance · seen in 29.3% of calls

How to read this YES

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

Transcript-only check Detected in 29.3% of calls 86.3% repeat consistency

NO Does an executive say "stay tuned" or "more to come"? Insurance · seen in 11.7% of calls

How to read this NO

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

Transcript-only check Detected in 11.7% of calls 99% repeat consistency

NO Does management describe a cost program, restructuring, or efficiency initiative by a proper name? Insurance · seen in 16.8% of calls

How to read this NO

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

Transcript-only check Detected in 16.8% of calls 94% repeat consistency

NO Does the CFO's prepared section mention interest expense by name or figure? Insurance · seen in 31.7% of calls

How to read this NO

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

Transcript-only check Detected in 31.7% of calls 97.7% repeat consistency

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

NO Does the word "pipeline" appear without a dollar figure attached? Insurance · seen in 55.3% of calls

How to read this NO

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

Transcript-only check Detected in 55.3% of calls 99% repeat consistency

NO Does the phrase "the macro" or "macro environment" appear? Insurance · seen in 19.7% of calls

How to read this NO

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

Transcript-only check Detected in 19.7% of calls 93.6% repeat consistency

NO Does the phrase "our team" appear at least twice? Insurance · seen in 32.9% of calls

How to read this NO

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

Transcript-only check Detected in 32.9% of calls 85.5% repeat consistency

NO Does an executive say "great question" or "good question" at least twice? Insurance · seen in 15% of calls

How to read this NO

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

Transcript-only check Detected in 15% of calls 97% repeat consistency

YES Does any speaker say "we remain" followed by an adjective? Insurance · seen in 53.5% of calls

How to read this YES

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

Transcript-only check Detected in 53.5% of calls 93.3% repeat consistency

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

NO Does anyone say "takeaway," "take out," or "take rate"? Insurance · seen in 17.8% of calls

How to read this NO

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

Transcript-only check Detected in 17.8% of calls 95% repeat consistency

NO Analyst compliments the team before asking a question. Insurance · seen in 17.4% of calls

How to read this NO

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

Transcript-only check Detected in 17.4% of calls 80.3% repeat consistency

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

YES Does anyone say "obviously" at least three times? Interrogator · seen in 43.3% of calls

How to read this YES

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

Transcript-only check Detected in 43.3% of calls 86.9% repeat consistency

NO Does anyone use the word "pipeline" at least twice? Interrogator · seen in 37.8% of calls

How to read this NO

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

Transcript-only check Detected in 37.8% of calls 98.3% repeat consistency

YES Does anyone say "moving on" or "let me turn it over" during prepared remarks? Interrogator · seen in 36% of calls

How to read this YES

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

Transcript-only check Detected in 36% of calls 88.3% repeat consistency

YES Does an analyst ask a question starting with "just"? Linguist · seen in 72.9% of calls

How to read this YES

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

Transcript-only check Detected in 72.9% of calls 81.8% repeat consistency

YES Does anyone say "headwind" or "headwinds" more than once? Linguist · seen in 27.7% of calls

How to read this YES

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

Transcript-only check Detected in 27.7% of calls 97.6% repeat consistency

NO Does an analyst use the phrase "to clarify"? Linguist · seen in 17.1% of calls

How to read this NO

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

Transcript-only check Detected in 17.1% of calls 92.4% repeat consistency

YES Does any executive use the phrase "year over year" at least three times? Linguist · seen in 41.8% of calls

How to read this YES

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

Transcript-only check Detected in 41.8% of calls 91.8% repeat consistency

YES Does an executive cite a conversation with a customer, partner, or employee as evidence? Military · seen in 53% of calls

How to 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% 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

YES Does an executive say "to be clear" or "let me be clear"? Military · seen in 13.8% 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 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

YES Does the CFO handle a strategic question instead of a financial one? Negotiation · seen in 58.9% 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 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

YES Does anyone use the phrase "underlying" to modify a business metric? Negotiation · seen in 38.3% 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 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

NO 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 NO

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

Transcript-only check Detected in 66.7% 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

NO Does the word "inflation" appear anywhere in the transcript? Negotiation · seen in 36.9% 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 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

YES Does the word "challenges" appear at least three times in the transcript? Negotiation · seen in 12.3% 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 12.3% of calls 93.3% repeat consistency

NO Does anyone say "we don't break that out" in response to a question? Negotiation · seen in 10.7% of calls

How to read this NO

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

Transcript-only check Detected in 10.7% of calls 94.3% repeat consistency

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

YES Does anyone cite a personal anecdote involving a customer conversation? Poker · seen in 16.6% 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 16.6% of calls 81.7% repeat consistency

YES Does anyone use the phrase "a little bit"? Private Credit · seen in 87.3% of calls

How to read this YES

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

Transcript-only check Detected in 87.3% of calls 96% repeat consistency

YES Is the CFO the speaker for at least one analyst question? Private Credit · seen in 87.8% of calls

How to read this YES

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

Transcript-only check Detected in 87.8% of calls 99% repeat consistency

NO Does the word "guidance" appear in the transcript? Private Credit · seen in 78.7% of calls

How to read this NO

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

Transcript-only check Detected in 78.7% of calls 97.3% repeat consistency

NO Does anyone say "we're excited" or "we are excited"? Private Credit · seen in 49.5% of calls

How to read this NO

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

Transcript-only check Detected in 49.5% of calls 93.7% repeat consistency

YES Does the word "dividend" appear? Private Credit · seen in 45.5% of calls

How to read this YES

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

Transcript-only check Detected in 45.5% of calls 98.7% repeat consistency

YES Is the word "invest" or "investment" used more than twice? Private Credit · seen in 75% of calls

How to read this YES

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

Transcript-only check Detected in 75% of calls 95.3% repeat consistency

YES Does the word "invest" or "investment" appear at least twice? Private Credit · seen in 85.8% of calls

How to read this YES

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

Transcript-only check Detected in 85.8% of calls 96.7% repeat consistency

YES Does anyone cite a percentage of revenue from a specific segment? Private Credit · seen in 40.3% of calls

How to read this YES

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

Transcript-only check Detected in 40.3% of calls 92.6% repeat consistency

YES Does the word "challenge" or "challenging" appear at least once? Private Credit · seen in 68.6% of calls

How to read this YES

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

Transcript-only check Detected in 68.6% of calls 97.3% repeat consistency

NO Does anyone describe cutting discretionary spending like travel or hiring? Private Credit · seen in 13.8% of calls

How to read this NO

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

Transcript-only check Detected in 13.8% of calls 94.3% repeat consistency

YES Does the phrase "year over year" appear? Private Credit · seen in 72.9% of calls

How to read this YES

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

Transcript-only check Detected in 72.9% of calls 96% repeat consistency

YES Does the word "liquidity" appear at least once? Private Credit · seen in 34.7% of calls

How to read this YES

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

Transcript-only check Detected in 34.7% of calls 99.7% repeat consistency

NO Does the transcript mention refinancing, maturity dates, or debt coming due? Private Credit · 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% repeat consistency

NO Does anyone mention selling assets, real estate, or equipment to raise cash? Private Credit · seen in 24.2% of calls

How to read this NO

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

Transcript-only check Detected in 24.2% of calls 90.7% repeat consistency

NO Does anyone reference "the macro" or "macro environment"? Private Credit · seen in 26.5% of calls

How to read this NO

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

Transcript-only check Detected in 26.5% of calls 91% repeat consistency

NO Is the word "capacity" mentioned? Private Credit · seen in 55.7% of calls

How to read this NO

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

Transcript-only check Detected in 55.7% of calls 100% repeat consistency

NO Does anyone use the phrase "our customers" rather than naming a customer? Private Credit · seen in 60.7% of calls

How to read this NO

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

Transcript-only check Detected in 60.7% of calls 95% repeat consistency

NO Does the transcript include a question about interest expense or debt service? Private Credit · seen in 10.7% of calls

How to read this NO

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

Transcript-only check Detected in 10.7% of calls 95.3% repeat consistency

NO Does the phrase "working capital" appear in a context other than a seasonality excuse? Private Credit · seen in 25.7% of calls

How to read this NO

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

Transcript-only check Detected in 25.7% of calls 98% repeat consistency

NO Does management thank analysts at any point? Private Credit · seen in 84.9% 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 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

NO Does an executive say "we remain confident" or similar? Private Credit · 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 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

NO Does anyone say "with that" or "that said" to pivot? Private Credit · seen in 81.4% 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 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

YES Does the word "headline" or "headwinds" appear at least once? Procurement · seen in 43.1% of calls

How to read this YES

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

Transcript-only check Detected in 43.1% of calls 95.9% repeat consistency

NO Does the word "core" appear at least twice? Procurement · seen in 44% of calls

How to read this NO

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

Transcript-only check Detected in 44% of calls 97.6% repeat consistency

YES Does an analyst's turn contain the word "congratulations"? Procurement · 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 97.6% repeat consistency

NO Does any analyst ask a question containing "how" and also "why"? Procurement · seen in 11.3% of calls

How to read this NO

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

Transcript-only check Detected in 11.3% of calls 94.5% repeat consistency

YES Does any executive say "as we mentioned" or "as I mentioned" at least once? Procurement · seen in 66.3% of calls

How to read this YES

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

Transcript-only check Detected in 66.3% of calls 89.7% repeat consistency

YES Are there more than eight analyst questioners? Project · seen in 37.5% 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 37.5% of calls 99.7% repeat consistency

YES Does any analyst's question include a percentage figure? Project · seen in 69.1% of calls

How to read this YES

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

Transcript-only check Detected in 69.1% of calls 91.1% repeat consistency

NO Does any analyst's question contain the word "guidance"? Project · seen in 54.3% of calls

How to read this NO

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

Transcript-only check Detected in 54.3% of calls 92.4% repeat consistency

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

NO Does the CEO personally answer the first question? Project · seen in 69.3% 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 69.3% of calls 92.4% repeat consistency

NO Does any speaker use the phrase "tailwind" or "tailwinds"? Project · seen in 27.3% of calls

How to read this NO

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

Transcript-only check Detected in 27.3% of calls 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

NO Does the operator say "our next question" two or more times? Scientist · seen in 73.5% 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 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

NO Does the word "guidance" appear in the Q&A section? Screenwriter · seen in 66.6% of calls

How to read this NO

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

Transcript-only check Detected in 66.6% of calls 93.1% repeat consistency

YES Does the word "strong" appear more than five times? Screenwriter · seen in 64.9% of calls

How to read this YES

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

Transcript-only check Detected in 64.9% of calls 91.3% repeat consistency

NO Does the phrase "thank you" appear more than ten times? Screenwriter · seen in 62.8% 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 62.8% of calls 80.9% repeat consistency

YES Does an analyst ask a question containing the word "margin"? Screenwriter · seen in 60.2% of calls

How to read this YES

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

Transcript-only check Detected in 60.2% of calls 93.6% repeat consistency

NO Does management use the word "guidance" at least twice? Screenwriter · seen in 65.8% of calls

How to read this NO

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

Transcript-only check Detected in 65.8% of calls 95.5% repeat consistency

NO 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 NO

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

Transcript-only check Detected in 72.8% of calls 83.2% repeat consistency

YES Does an executive begin an answer by restating the analyst's name? Screenwriter · seen in 85.3% of calls

How to read this YES

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

Transcript-only check Detected in 85.3% of calls 97% repeat consistency

YES Does any analyst ask about capital allocation or share repurchases? Screenwriter · seen in 42.2% of calls

How to read this YES

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

Transcript-only check Detected in 42.2% of calls 93.1% repeat consistency

YES Does the word "challenge" or "challenging" appear at least twice? Screenwriter · seen in 47.8% of calls

How to read this YES

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

Transcript-only check Detected in 47.8% of calls 95.2% repeat consistency

YES Does the word "opportunity" or "opportunities" appear more than three times? Screenwriter · seen in 66.5% of calls

How to read this YES

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

Transcript-only check Detected in 66.5% of calls 93.3% repeat consistency

YES Is there a villain—market conditions, regulation, currency—that behaves consistently across the call? Screenwriter · seen in 83.3% of calls

How to read this YES

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

Transcript-only check Detected in 83.3% of calls 86.3% repeat consistency

YES Does the word "challenging" appear? Screenwriter · seen in 41.6% of calls

How to read this YES

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

Transcript-only check Detected in 41.6% of calls 98.3% repeat consistency

YES Does the word "certainly" appear at least once in management's answers? Screenwriter · seen in 59.3% of calls

How to read this YES

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

Transcript-only check Detected in 59.3% of calls 95.9% repeat consistency

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

YES 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 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 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

YES Does anyone say "coming back" or "circling back" to take a follow-up? Screenwriter · seen in 11% of calls

How to read this YES

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

Transcript-only check Detected in 11% of calls 94.3% repeat consistency

NO Does the word "inflation" appear at least twice? Screenwriter · seen in 25.3% 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 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

YES Does anyone use the word "robust"? Screenwriter · 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 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

NO Does any speaker say "appreciate" at least once? Screenwriter · seen in 63.9% 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 63.9% of calls 94.2% repeat consistency

NO Does anyone use the phrase "at the end of the day"? Screenwriter · seen in 12.5% of calls

How to read this NO

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

Transcript-only check Detected in 12.5% of calls 99.7% repeat consistency

NO Does anyone tell a self-contained anecdote with a beginning, middle, and end? Screenwriter · seen in 27.7% of calls

How to read this NO

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

Transcript-only check Detected in 27.7% of calls 82% repeat consistency

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

NO Is the word "excited" or "exciting" used by management at least twice? Semiotician · seen in 45.8% of calls

How to read this NO

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

Transcript-only check Detected in 45.8% of calls 97.3% repeat consistency

YES Does any speaker say "just" five or more times? Semiotician · seen in 83.3% of calls

How to read this YES

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

Transcript-only check Detected in 83.3% of calls 82.2% repeat consistency

NO Does any question begin with "Can you" or "Could you"? Semiotician · seen in 84.8% 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 84.8% of calls 85.2% repeat consistency

NO Does the word "quick" or "quickly" appear in three or more analyst questions? Semiotician · seen in 13.2% of calls

How to read this NO

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

Transcript-only check Detected in 13.2% of calls 91.6% repeat consistency

YES Does an analyst ask for guidance on a metric management did not offer unprompted? Semiotician · seen in 87.3% of calls

How to read this YES

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

Transcript-only check Detected in 87.3% of calls 89.7% repeat consistency

YES Is there a question about capital allocation (buybacks, M&A, debt, or dividends)? Semiotician · seen in 67.7% of calls

How to read this YES

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

Transcript-only check Detected in 67.7% of calls 91.7% repeat consistency

NO Does any analyst use the word "clarify" or "clarification"? Semiotician · seen in 32.9% of calls

How to read this NO

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

Transcript-only check Detected in 32.9% of calls 98.7% repeat consistency

YES Does the word "obviously" appear at least twice? Semiotician · seen in 57.9% of calls

How to read this YES

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

Transcript-only check Detected in 57.9% of calls 87.2% repeat consistency

YES Does management refer to a prior call or prior quarter's commentary when answering? Semiotician · seen in 87.9% of calls

How to read this YES

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

Transcript-only check Detected in 87.9% of calls 90% repeat consistency

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

YES Does the word "challenging" or "challenges" appear at least three times? Semiotician · seen in 32.2% of calls

How to read this YES

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

Transcript-only check Detected in 32.2% of calls 90.6% repeat consistency

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

NO Does the word "guidance" appear more than five times in the transcript? Semiotician · seen in 31.8% of calls

How to read this NO

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

Transcript-only check Detected in 31.8% of calls 93% repeat consistency

YES Does the word "tailwind" or "headwind" appear? Semiotician · seen in 52.2% of calls

How to read this YES

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

Transcript-only check Detected in 52.2% of calls 98.7% repeat consistency

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

NO Does any executive answer begin with "Sure" or "Yes" followed by a comma? Semiotician · seen in 71.4% 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 71.4% of calls 83.2% repeat consistency

NO Does anyone say "from a ... perspective" (e.g., "from a margin perspective")? Semiotician · seen in 56.9% of calls

How to read this NO

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

Transcript-only check Detected in 56.9% of calls 87.2% repeat consistency

YES Does an executive say "we're not going to" in response to a question? Semiotician · seen in 25% of calls

How to 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% 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

YES Does management use the word "headwinds" at least once? Semiotician · seen in 33.6% of calls

How to read this YES

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

Transcript-only check Detected in 33.6% of calls 97.3% repeat consistency

NO Does any speaker say "great question" or thank the analyst before answering? Semiotician · seen in 51.8% 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 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

YES Does any analyst begin their question with "congratulations"? Semiotician · seen in 17.8% of calls

How to read this YES

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

Transcript-only check Detected in 17.8% of calls 92.6% repeat consistency

NO Does an analyst thank management at the end of their turn? Semiotician · seen in 77.2% 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 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

YES 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 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 81% repeat consistency

NO Is the word "momentum" used without a stated metric attached to it? Semiotician · seen in 41.4% of calls

How to read this NO

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

Transcript-only check Detected in 41.4% of calls 92.7% repeat consistency

NO Does the word "macro" appear at least twice? Semiotician · seen in 21.9% of calls

How to read this NO

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

Transcript-only check Detected in 21.9% of calls 95.9% repeat consistency

YES Does management use the word "solid" at least once? Semiotician · seen in 57.7% of calls

How to read this YES

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

Transcript-only check Detected in 57.7% of calls 97% repeat consistency

NO Is there an analogy to a machine, engine, or flywheel? Semiotician · seen in 29.2% of calls

How to read this NO

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

Transcript-only check Detected in 29.2% of calls 88% repeat consistency

NO Is the word "visibility" used at least once? Semiotician · seen in 34.1% of calls

How to read this NO

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

Transcript-only check Detected in 34.1% of calls 100% repeat consistency

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

YES 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 YES

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

Transcript-only check Detected in 32.8% of calls 83.5% repeat consistency

NO Does the operator say "thank you" more than three times? Semiotician · seen in 30% of calls

How to read this NO

The model did not 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% 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

YES Does the word "fundamentally" appear at least once? Semiotician · seen in 12.3% 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 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

YES Does any single speaker say "right?" as a tag question at least once? Semiotician · seen in 34% of calls

How to 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% 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

YES 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 YES

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

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

YES Does any speaker describe a business unit as "healthy"? Semiotician · seen in 13.3% 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 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

NO Does the word "resilient" or "resilience" appear? Semiotician · seen in 24.7% of calls

How to read this NO

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

Transcript-only check Detected in 24.7% of calls 98% repeat consistency

YES Does the operator mention a queue or "next question" more than three times? Simultaneous · seen in 74.2% of calls

How to read this YES

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

Transcript-only check Detected in 74.2% of calls 91.6% repeat consistency

YES Does any analyst ask a follow-up after their initial answer ("follow-up", "second one", "just one more")? Simultaneous · seen in 88.5% of calls

How to read this YES

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

Transcript-only check Detected in 88.5% of calls 92.3% repeat consistency

YES Does any analyst ask a question containing the word "why"? Simultaneous · seen in 36.1% of calls

How to read this YES

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

Transcript-only check Detected in 36.1% of calls 96.3% repeat consistency

NO Does anyone say "if you look at" before citing a number? Simultaneous · seen in 47.7% of calls

How to read this NO

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

Transcript-only check Detected in 47.7% of calls 81.6% repeat consistency

NO Does the phrase "last question" or "final question" appear? Simultaneous · seen in 50.4% of calls

How to read this NO

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

Transcript-only check Detected in 50.4% of calls 91.6% repeat consistency

NO Does the word "clearly" appear anywhere in the transcript? Simultaneous · seen in 50.9% 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 50.9% of calls 96.3% repeat consistency

NO Does the CEO speak first among named executives in the Q&A? Simultaneous · seen in 68.3% of calls

How to read this NO

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

Transcript-only check Detected in 68.3% of calls 94.6% repeat consistency

YES Does the word "headwind" or "headwinds" appear at least twice? Simultaneous · seen in 28.5% of calls

How to read this YES

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

Transcript-only check Detected in 28.5% of calls 97% repeat consistency

YES Does the CFO mention a specific percentage greater than ten? Simultaneous · seen in 89.1% of calls

How to read this YES

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

Transcript-only check Detected in 89.1% of calls 96.6% repeat consistency

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

NO Does the word "team" appear at least three times? Simultaneous · seen in 59% of calls

How to read this NO

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

Transcript-only check Detected in 59% of calls 91.6% repeat consistency

YES Does the word "confident" appear in any executive's remarks? Simultaneous · seen in 60.7% of calls

How to read this YES

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

Transcript-only check Detected in 60.7% of calls 97.7% repeat consistency

NO Does an analyst thank management at the start or end of their turn? Simultaneous · seen in 81.6% 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 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

NO Does any executive say "with that" to transition between speakers or topics? Simultaneous · seen in 75% of calls

How to read this NO

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

Transcript-only check Detected in 75% of calls 97.3% repeat consistency

NO Does the word "transformation" or "transformational" appear? Simultaneous · seen in 24.2% of calls

How to read this NO

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

Transcript-only check Detected in 24.2% of calls 99.7% repeat consistency

NO Does any speaker say "moving on" or "next question" themselves? Simultaneous · seen in 25.1% of calls

How to read this NO

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

Transcript-only check Detected in 25.1% of calls 92.3% repeat consistency

NO Does any speaker use the word "hedging" or say "to hedge"? Simultaneous · seen in 13.5% of calls

How to read this NO

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

Transcript-only check Detected in 13.5% of calls 96.3% repeat consistency

NO Does any analyst identify themselves with a two-part introduction (name and firm)? Simultaneous · seen in 10.2% of calls

How to read this NO

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

Transcript-only check Detected in 10.2% of calls 85.9% repeat consistency

NO Does the word "talent" appear at least once? Simultaneous · seen in 20.8% of calls

How to read this NO

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

Transcript-only check Detected in 20.8% of calls 98% repeat consistency

NO Is the word "capacity" used more often about factories than about people? Supply Chain · seen in 26.2% of calls

How to read this NO

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

Transcript-only check Detected in 26.2% of calls 92.3% repeat consistency

NO Does an executive confess to having too much of something physical somewhere? Supply Chain · seen in 12.2% of calls

How to read this NO

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

Transcript-only check Detected in 12.2% of calls 89.3% repeat consistency

NO Is a supplier or vendor mentioned by name at any point? Supply Chain · seen in 33.7% of calls

How to read this NO

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

Transcript-only check Detected in 33.7% of calls 85.3% repeat consistency

NO Does any executive blame weather, season, or geography for a shipment or delivery issue? Supply Chain · seen in 10.8% of calls

How to read this NO

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

Transcript-only check Detected in 10.8% of calls 91% repeat consistency

No checks match those filters.

500 checks shown · YES means detected; it is not automatically positive or negative.

Real saved model output

Archived AI reasoning

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

231 saved explanations · 231 questions

NO Doors opening at the company's own gates: dependent parties now grant the company better-than-history treatment Q4 2023 · archived research check

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

NOQ4 2023 · 2024-02-15

We need to determine if management describes that parties the company depends on (suppliers, regulators, etc.) are treating the company noticeably better than its own history or ordinary course, granting access, terms, etc., as a departure. The transcript is about Arch Capital Group's Q4 2023 earnings call. Management discusses underwriting, market conditions, capital, etc. They talk about growth opportunities, but do they mention any specific gatekeeper (like regulators, suppliers, etc.) giving them preferential treatment? They mention S&P capital model changes, but that's a rating agency, which is a gatekeeper. They say S&P's change was a net benefit, reducing capital requirements. But is that a departure from ordinary course? They say "the change of their model was a net benefit and that's reduced kind of, you know give us, I say a bit more excess capital." That is a change in the rating agency's model, which is an external party. But is it specific to Arch? It's a change in S&P's model that affects many companies. They also mention that the final rulings on debt were not as favorable, but overall it's positive. However, is this a "gatekeeper" opening? Rating agencies are gatekeepers for capital access. But the change is industry-wide, not specific to Arch. Management says "it's a net positive" but also notes offsets. They don't present it as a departure from what they could obtain before; it's a change in the model. Also, they say "it's not the only thing we look at." So it's not a meaningful opening specific to them. They also discuss the Bermuda corporate income tax and deferred tax asset, but that's a tax change, not a gatekeeper granting them something. They talk about market conditions, but not about suppliers or regulators giving them preferential treatment. They mention "owning the renewals" and growth, but that's about customers. They talk about capital and ability to grow, but not about external parties opening gates. The question asks: "parties the company DEPENDS ON in order to operate or grow — those whose ordinary role is to supply, serve, host, approve, certify, finance, or enable the company, rather than to buy from it" — so suppliers, regulators, etc. The only possible is S&P (rating agency) which is a certifier/approver. But the change is not presented as a departure from ordinary course; it's a model change that affects the industry.

Open the full research page →

NO Cash cost of the wait: management is funding a defined waiting period whose end is already scheduled Q4 2023 · archived research check

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

NOQ4 2023 · 2024-02-15

The question asks whether management describes the company as currently living through a defined waiting period it is paying for out of its own pocket, with a specific near-dated event at the end. Let me analyze the transcript carefully for this specific phenomenon. The key elements needed: 1. Company paying now for something not yet earning 2. Management speaks as though the wait is the company's main current work 3. The far side is a specific, near-dated, already-visible event Looking through the transcript: - Marc Grandisson talks about the casualty market, saying "we could experience profitable underwriting opportunities in an improving casualty market for the next several years" - this is about market conditions, not a self-funded waiting period. - He talks about "owning the renewals" and how growth becomes self-sustaining - this is about market strategy, not a specific waiting period. - François Morin discusses the Bermuda Corporate Income Tax deferred tax asset - this is a tax accounting item, not a waiting period. - The discussion about casualty market remediation - "casualty lines take longer to remediate than property" - this is about market dynamics, not the company's own waiting period. - There's discussion about growth in insurance and reinsurance segments, but nothing about a specific self-funded waiting period with a near-dated event. - The mortgage segment discussion - "high persistency of our insurance in-force portfolio" - this is about ongoing business, not a waiting period. - The M&A discussion - they say they're "very prudent and careful" and there's "no desire to grow for growth sake" - nothing about a waiting period. - The discussion about casualty reserving and pricing - this is about market conditions and underwriting, not a self-funded waiting period. - The discussion about MGAs and capacity - again, market conditions. - The discussion about property cat reinsurance - "we have some runway in front of us" - this is about market opportunity, not a specific waiting period. I don't see any place in the transcript where management describes the company as currently paying for something not yet earning, with a specific near-dated event at the end. The discussion is about market conditions, underwriting discipline, capital deployment, and growth opportunities - but not about a self-funded waiting period with a specific crossing event.

Open the full research page →

NO Everything is being bought forward: buyers, and the company, are both committing ahead of when they need to Q4 2023 · archived research check

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

NOQ4 2023 · 2024-02-15

We need to determine if the transcript contains management's description of a phenomenon where time itself has shifted forward: buyers committing earlier, the company committing earlier in response, and management saying this lengthened horizon changes what it can see and do, with numbers not yet showing it. Let's analyze the transcript. Key points from management: - Marc Grandisson talks about "owning the renewals" and aggressive writing early in the hard market cycle. He says: "When markets turn hard, you should aggressively write business early in the cycle. This puts your underwriters in a strong position to fully capitalize on the market opportunity. By making decisive early moves, you won become an [Technical Difficulty] we then want to do more business with you. In some ways, the growth becomes self-sustaining, which explains part of our success throughout this hard market." This is about the company writing early, but is it about buyers committing earlier? It's about the company's own strategy to write early. Not necessarily about buyers committing earlier than they used to. - He also mentions casualty market: "Today's casualty market feels as though some market participants took to the field with a yellow card from a prior game. They're playing in match but cautiously, not wanting to make an error that will put their entire team at a disadvantage. So whilst Arch sometimes plays aggressively, we've remained disciplined and avoided drawing a yellow card." This is about market discipline, not about timing of commitments. - He talks about "owning the renewals" meaning that by writing early, they get renewals. That's about the company's own forward book, but not necessarily about buyers committing earlier than they used to. It's about the company's strategy to write early in the cycle. - There is no explicit mention of buyers (customers, cedants) committing earlier than they used to. The transcript discusses rate adequacy, market conditions, growth, etc. But no specific statement like "customers are now locking in earlier" or "we see customers committing further ahead." - There is mention of "we short over $17 billion of gross premium" but that's just volume. - François Morin talks about reserving, capital, etc. - There is a question about casualty market and whether it's turning. Marc says: "I think that we're observing our own book of business...

Open the full research page →

NO This quarter could not have been described last quarter: management's account is dense with fresh, period-specific posit Q4 2023 · archived research check

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

NOQ4 2023 · 2024-02-15

We need to determine if the earnings call transcript is dense with fresh, period-specific positive particulars. The question asks: "On this call, is management's account of the just-reported period DENSE WITH FRESH, PERIOD-SPECIFIC POSITIVE PARTICULARS — concrete favorable things that happened DURING or SINCE this specific quarter, described with the kind of specificity that only comes from having just lived through them — such that the substance of what management says about the business could NOT have been said on the prior quarter's call?" We need to check both conditions: (1) several distinct, quarter-anchored positive particulars, and (2) the forward story grows out of those same particulars. Let's analyze the transcript. The call is for Q4 2023. Management discusses full year results, but we need to focus on the quarter-specific details. Key points from the call: - Marc Grandisson starts: "Our fourth quarter results conclude another record year as we continued to lean into broadly favorable underwriting conditions in the property and casualty sectors. Our full year financial performance was excellent with an annual operating return on average common equity of 21.6% and an exceptional 43.9% increase in book value per share, which remains an impressive 34.2% if we exclude the one-time benefit from the deferred tax asset we booked in the fourth quarter. The $3.2 billion of operating income reported in 2023 made it Arch's most profitable year-to-date." - He mentions the deferred tax asset booked in Q4, which is a specific event. - He talks about growth: "Growth was strong all year as we allocated capital to our property and casualty teams, we short over $17 billion of gross premium and over $12.4 billion of net premium." - He mentions mortgage group: "Although, mortgage market conditions meant fewer opportunities for top line MI growth, the business unit continued to generate significant profits totaling nearly $1.1 billion of underwriting income for the year." - He talks about the hard market cycle and "owning the renewals" concept. - He discusses casualty market with a soccer analogy, but that's more about market conditions. - He provides segment details: Reinsurance net premium written $6.6 billion, up $1.6 billion from 2022. Underwriting income of nearly $1.1 billion, record. Combined ratio 81.4% overall, 77.4% ex-cat and prior year development.

Open the full research page →

NO Free option on their own operations: management describes a real capability it already owns that could serve a second, m Q4 2023 · archived research check

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

NOQ4 2023 · 2024-02-15

We need answer YES or NO based on transcript. Need identify if management describes existing capability already owned/operated for existing business turning out useful for second much larger purpose and has begun turning that into business without building new company. Need three elements. Let's parse transcript. Arch Capital is insurer/reinsurer. Marc talks about "owning the renewals" concept: when markets turn hard, write early, own renewals. That's not a physical capability. He uses soccer analogy. Not about second use. Need look for something company already owns/operates used for second larger purpose. Perhaps mortgage business? They have mortgage insurance in-force portfolio, high persistency, "owning the renewals" unique version. But that's not second use. Investment income: "Net investment income grew ... rising interest rates enhanced earnings from float generated by increasing cash flows from underwriting." That's existing asset base, investable assets approaching $35 billion, new money rates near 5%. Is that second use? No, investments are part of insurance business, not second use. Maybe deferred tax asset? No. Maybe "Bermuda Corporate Income Tax" created deferred tax asset, no. Maybe "reinsurance" and "insurance" segments? No. Maybe "our people are competitive advantage" no. Need any mention of turning existing capability to new market? The transcript includes Q&A about MGAs, national accounts, etc. Not. Question asks: "does management describe that SOMETHING THE COMPANY ALREADY OWNS AND ALREADY OPERATES FOR ITS EXISTING BUSINESS HAS TURNED OUT TO BE USEFUL FOR A SECOND, MUCH LARGER PURPOSE — and that the company has recently BEGUN turning that second use into real business, without having had to build a new company to do it?" This is typical "optionality" e.g., company built mortgage insurance, now using capital/data for other lines. But transcript? Marc: "growth opportunities are in P&C sector, mortgage group continued... those earnings have helped fund growth opportunities in segments with best risk adjusted returns." That's using profits from mortgage to fund other segments, not second use. Maybe "our ability to deploy capital early in hard market cycle is paying dividends as we own the renewals" - "owning renewals" is an existing relationship/customer base that yields future business. Not second use. Maybe "Watford" acquisition? No.

Open the full research page →

NO Fresh change already executed, benefit mostly still ahead Q4 2023 · archived research check

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

NOQ4 2023 · 2024-02-15

We need to determine if management points to a specific change in the business that the company itself completed or put into effect only recently (within roughly the last one or two quarters) and conveys that most of the benefit of that change has not yet appeared in the results being reported, with the benefit expected to show up over the coming quarters. Let's scan the transcript for any such statements. Management discusses various things: growth in P&C, mortgage, investments, etc. They mention the deferred tax asset related to Bermuda Corporate Income Tax, which is a recent change (the law change) and they booked a net deferred tax asset of $1.18 billion this quarter, which they excluded from operating income due to non-recurring nature. They say it will amortize mostly over a 10-year period, reducing cash tax payments in those years. That is a recent change (the law change) and the benefit (reduced cash taxes) will be over coming years. But is that a "change in the business" that they completed? It's a tax law change, not something they did. They recognized the asset, but the benefit is future tax savings. However, the question asks about a change that the company itself completed or put into effect. The tax law change is external, not something they did. They did book the asset, but that's an accounting entry. The benefit is future tax payments. But is that a "change in the business"? Probably not. They also mention growth in insurance and reinsurance, but that's ongoing. They talk about leaning into hard market, but that's not a specific recent change. They mention the S&P capital model change, which is external. They mention the mortgage segment, but no specific recent change. They mention the deferred tax asset again. They also mention that they have been deploying capital into growth, but that's not a specific completed change. Look for something like "we recently launched" or "we recently completed" or "we recently implemented". I don't see any such specific change. They talk about "owning the renewals" and growth, but that's not a specific change. They mention that they have been growing in property and casualty, but that's ongoing. They mention that they have been making operational enhancements, but not specific. They mention that they have been entering new lines, expanding geographies, investing in teams, technology, data analytics.

Open the full research page →

NO Already spoken for downstream: customers are buying to fulfill business they have already secured Q4 2023 · archived research check

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

NOQ4 2023 · 2024-02-15

We need to determine if management conveys that customers are buying because they have already secured business downstream. The transcript is about Arch Capital Group, an insurance/reinsurance company. The question asks if management describes that the demand behind what the company sells is already committed on the far side of its customers. For an insurance company, customers are policyholders (e.g., other insurers, businesses). The "secured position" would be that those customers have already won contracts, have projects underway, etc., and thus need insurance. Looking through the transcript, management discusses various segments: reinsurance, insurance, mortgage. They talk about market conditions, rate adequacy, growth, etc. But do they specifically say that their customers' business is already secured? For example, in reinsurance, they might say that their clients (primary insurers) have already written policies, so they need reinsurance. But the transcript doesn't seem to explicitly state that. They talk about "owning the renewals" and being aggressive early in hard market cycles, but that's about their own strategy. They mention that casualty market is hardening, but not that customers have secured business. The question is very specific: does management convey that the company's customers are buying because they have already secured business on their own side? For an insurance company, the customers are buying insurance to cover risks. The "secured business" would be like a construction company that has won a contract and needs insurance for that project. But management doesn't describe that. They talk about market conditions, rate adequacy, and their own underwriting discipline. They don't mention that their customers' order books are full or that they have already won projects. In the transcript, there is no mention of customers having secured business. They talk about "owning the renewals" meaning they write business early in the cycle, but that's about their own growth. They also talk about mortgage insurance, but that's about homeowners' mortgages, not about customers having secured business. Thus, the answer is NO. Management does not describe that the demand is driven by customers' already committed business. They talk about market conditions, rate adequacy, and their own strategy, but not about downstream commitments. So answer NO.

Open the full research page →

NO Outside actors already moving: management's forward story is carried by at least two independent external parties whose Q4 2023 · archived research check

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

NOQ4 2023 · 2024-02-15

We need to answer YES or NO based on the transcript. The question asks: When management explains why the company's business is about to be meaningfully larger, is that explanation carried primarily by the ALREADY-TAKEN ACTIONS OF EXTERNAL PARTIES — and are there AT LEAST TWO SEPARATE such external parties or party groups whose actions management describes as already underway, with the resulting business only beginning to appear in the reported results? We need to check if management's explanation of future growth is based on external parties' already-taken actions, with at least two independent sources, and that reported numbers lag. Let's analyze the transcript. Management discusses growth opportunities in the P&C sector, particularly casualty market. They talk about the market turning, competitors being cautious, etc. But is that about external parties' actions? They mention that the casualty market is improving, and they expect profitable underwriting opportunities for several years. But they don't specifically point to external parties' already-taken actions like customers committing, etc. They talk about their own growth: "we short over $17 billion of gross premium" etc. They talk about their own underwriting. They mention that they are leaning into the hard market. But the question is about why the business is about to be meaningfully larger. They mention that they have opportunities, but do they attribute it to external parties' already-taken actions? They mention that the reinsurance market is continuing to improve, and they see plenty of opportunities for 2024. But they don't specifically say "customers have already committed" or "partners have already started rolling out." They talk about market conditions, but not specific external actions. They also mention that they are growing in insurance and reinsurance. But the explanation seems to be about market conditions and their own strategy, not about external parties' already-taken actions. Let's look for specific mentions of external parties. They mention "our clients" and "our competitors" but not specific actions. They talk about the market being hard, but that's not an external party's action. They also mention that they have "owning the renewals" concept, but that's about their own business. They mention that they are seeing growth in property, marine, construction, national accounts.

Open the full research page →

NO Achievement reframed as down-payment: management treats what was just accomplished mainly as the unlock for a bigger, na Q4 2023 · archived research check

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

NOQ4 2023 · 2024-02-15

The question asks whether management treats a real, recent accomplishment as the key that unlocks a bigger, identified next stage. Let me analyze the transcript. The transcript covers Q4 2023 results. Management discusses strong performance across segments, record underwriting income, growth in insurance and reinsurance, etc. Key themes: - Marc Grandisson discusses the hard market cycle and "owning the renewals" - the idea that writing business early in the hard market cycle puts them in a strong position to capitalize on market opportunities. - He discusses casualty market conditions and how the market is turning. - He discusses growth opportunities in insurance and reinsurance segments. Is there a specific accomplishment framed as unlocking a bigger stage? Let me look for this pattern. Marc says: "Our ability to deploy capital early in the hard market cycle is paying dividends as we own the renewals... When markets turn hard, you should aggressively write business early in the cycle. This puts your underwriters in a strong position to fully capitalize on the market opportunity. By making decisive early moves, you won become an [Technical Difficulty] we then want to do more business with you. In some ways, the growth becomes self-sustaining, which explains part of our success throughout this hard market." This is about the strategy of writing early in the hard market, which creates self-sustaining growth. But is this a specific recent accomplishment framed as unlocking a bigger stage? The call is largely a strong-quarter report. They discuss record results, growth, and future opportunities. The discussion of casualty market opportunities is forward-looking but not clearly framed as "because we accomplished X, we can now do Y." Let me look for specific accomplishments: - Record operating income - Growth in premiums - Strong combined ratios - Deferred tax asset booked The casualty market discussion: "we could experience profitable underwriting opportunities in an improving casualty market for the next several years" - this is more of a market outlook than an accomplishment unlocking something. The "owning the renewals" concept is about their strategy of writing early in the cycle, which has positioned them well. But is this framed as a specific recent accomplishment that unlocks a bigger identified stage? It's more of a general strategy discussion.

Open the full research page →

NO Demand arrived first, the company is growing to meet it Q4 2023 · archived research check

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

NOQ4 2023 · 2024-02-15

We need to answer YES or NO based on the transcript. The question asks if management conveys both: (1) new demand already showing up, and (2) company actively growing itself to serve it, as a connected present-tense story. Let's examine the transcript. Management talks about growth in premiums, underwriting income, etc. They mention "we short over $17 billion of gross premium and over $12.4 billion of net premium" for 2023. They talk about growth in insurance and reinsurance segments. They mention "we have plenty of organic growth available to us" and "our main focus is growing the business and kind of deploying that capital into what's in front of us and we see plenty for 2024." They talk about "we could do more" in terms of growth. But is there a specific mention of new demand that has recently arrived and is real today? They talk about market conditions being favorable, but they don't specifically point to a surge in orders or customers that just arrived. They talk about "owning the renewals" and "growth becomes self-sustaining" but that's more about their strategy. They also mention "we have capabilities and capital and talent" to grow. But is there a description of the company actively expanding its capacity in response to demand? They mention "we have deployed capital into our diversified operating segments to fuel growth" and "making substantial operational enhancements to our platform, including entering new lines, expanding into new geographies and making investments into new underwriting teams, technology and data analytics." That sounds like they are expanding. But is it in response to demand that is already showing up? They say "we continue to lean into broadly favorable underwriting conditions" and "we have plenty of organic growth opportunities." However, they don't explicitly say "demand is running ahead of what we had built" or that they are catching up. They talk about growth but not necessarily that they are scrambling to meet demand. They also mention "we could do more" but that's about potential. The question is strict: demand must be described as already happening and more than ordinary rhythm. They do mention strong growth in premiums, but that's a result of their underwriting, not necessarily new demand. They talk about "we short over $17 billion" which is past. They also mention "we see plenty for 2024" which is future.

Open the full research page →

NO Management describes competitors unable to respond to what the company is now doing Q4 2023 · archived research check

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

NOQ4 2023 · 2024-02-15

We need to determine if management explains why competition cannot quickly match what the company is currently winning with, grounded in present-tense facts. The question asks for a YES if all three conditions are met: (1) current winning real and recurring, (2) named structural reason rivals cannot follow soon, (3) runway acknowledged. Otherwise NO. Let's analyze the transcript. Management discusses the hard market, their strategy of "owning the renewals" by writing early in the cycle. They talk about casualty market, property, etc. They mention that they are disciplined and have avoided drawing a yellow card. They talk about growth in insurance and reinsurance. They mention that they have capital and opportunities. They talk about the market being favorable. However, the question specifically asks about a structural reason why competitors cannot quickly match what the company is currently winning with. Management does not explicitly name a structural barrier like years of qualification, capacity, approvals, data, etc. They talk about their underwriting culture, discipline, and early moves. They mention that they own the renewals, but that is more about their strategy. They do not say that competitors cannot follow because of some specific barrier. They talk about the market being hard and that they are leaning in, but they don't describe a moat. They also mention that the market is improving and they see opportunities. They do not describe a situation where rivals are visibly absent or behind due to a structural reason. They talk about the casualty market where some participants are cautious, but that is not a structural barrier. They also mention that they have a strong balance sheet and capital, but that is not a barrier to entry. The question asks for a specific structural reason that rivals cannot match soon. Management does not provide that. They talk about their approach and discipline, but that is not a structural barrier. They also mention that they have a strong team and culture, but that is generic. So the answer is NO. We need to be careful: The question says "Answer YES when management's own words convey... ONE coherent competitive situation with all three present." We need to see if they explicitly state a structural reason. They do not. They talk about "owning the renewals" but that is about their early moves, not a barrier.

Open the full research page →

NO Answers go deeper than the script: questioning keeps surfacing new concrete detail behind a positive development — broad Q4 2023 · archived research check

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

NOQ4 2023 · 2024-02-15

We need to evaluate two gates based only on the transcript. Gate 1: Is there a positive current development that management presents as going well, and in Q&A, do analysts get more concrete operating detail than in prepared remarks? Gate 2: Is that development based on broad and granular demand base (many customers) rather than concentrated? Let's analyze the transcript. The call is about Q4 2023 results. Management highlights strong performance across segments, particularly property and casualty, reinsurance, insurance, mortgage. They mention growth in P&C, reinsurance, insurance. They talk about casualty market turning, opportunities. They mention growth in property, marine, construction, national accounts. They also mention mortgage as steady. In Q&A, analysts ask about casualty market, reserve releases, capital, M&A, etc. The main positive development seems to be the strong underwriting conditions and growth in P&C, particularly in insurance and reinsurance. But is there a specific development that is probed with more detail? Let's look at the Q&A. First question: Elyse Greenspan asks about casualty market, how it plays out. Marc gives a detailed answer about reserving, pricing, market dynamics. That's more of a market commentary, not a specific development with concrete operating details like volumes, customers, etc. Second question: Andrew Kligerman asks about M&A parameters. Marc talks about discipline, culture, etc. Not a development. Third: Jimmy Bhullar asks about casualty business growth, and then about mortgage reserve releases, and then about Watford. Marc answers about casualty market, mortgage assumptions, etc. Fourth: Michael Zaremski asks about capital in mortgage, and then about primary insurance growth. Marc says they could do more if opportunities. Fifth: Josh Shanker asks about mortgage capital utilization, and then about Coface income. Not a positive development. Sixth: Yaron Kinar asks about loss ratios, and then about casualty market. Marc gives some detail. Seventh: Bob Jian Huang asks about underwriting cycle timing, and then about MGAs. Marc answers. Eighth: Meyer Shields asks about reserve problems in public companies, and international casualty. Ninth: Elyse Greenspan asks about loss trends and price increases. Marc gives numbers: loss trends 7-10%, price increases low to mid-teens. That's some concrete detail.

Open the full research page →

NO Answers go deeper than the script: questioning keeps surfacing new concrete detail behind a positive development — compa Q4 2023 · archived research check

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

NOQ4 2023 · 2024-02-15

We need to evaluate both gates using only the transcript. Gate 1: Is there a positive current development that management presents as going well, and Q&A produces more concrete operating detail than prepared remarks? The call discusses strong underwriting results, growth in P&C, reinsurance, insurance, mortgage. The Q&A probes casualty market, reinsurance loss ratios, mortgage reserves, property cat, etc. Management provides specifics like loss trends (7-10%), price increases (low to mid-teens), cat load 6-8%, PML 9.2% of equity, etc. But are these new details beyond prepared remarks? Prepared remarks already mentioned strong growth, record underwriting income, etc. Q&A adds specifics on casualty pricing, loss trends, cat load, mortgage reserve releases, etc. However, the question asks if the Q&A produces MORE CONCRETE OPERATING DETAIL than prepared remarks about a positive current development. The development could be the strong underwriting performance and growth. Management answers with specifics like loss trend picks, rate increases, cat load, etc. That seems additive. But is it about a specific development? The prepared remarks already highlighted strong performance. The Q&A adds details on casualty market, reinsurance pricing, etc. I think yes, there is a positive current development (strong underwriting, growth) and Q&A adds specifics. However, need to check if the added detail is about actual operations, not just financial housekeeping. The Q&A discusses loss trends, rate increases, cat load, mortgage reserve releases, etc. That is operational. So Gate 1 likely YES. Gate 2: Is the main positive development chiefly something the company created and controls, or is it riding an external environment? The main positive development is the strong underwriting results driven by hard market conditions. Management emphasizes they leaned into the hard market early, but the hard market itself is an external environment (industry-wide pricing upcycle). The company's growth is due to favorable market conditions. Management says "we own the renewals" but that's a strategy. The development is largely driven by external market conditions (hard market, rate increases). The company is benefiting from a favorable pricing environment. So the engine is external. Also management conditions continuation on market conditions persisting. So Gate 2 is NO.

Open the full research page →

YES Sunk cost, unsold output: the productive capacity already exists and is only partly claimed Q4 2023 · archived research check

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

YESQ4 2023 · 2024-02-15

The question is: Does management describe that the company's PRODUCTIVE CAPABILITY IS CURRENTLY LARGER THAN WHAT ITS BUSINESS IS USING? That is, they have unused capacity that's already in place, and ...YES The transcript shows management describing exactly this situation. Marc Grandisson states they have “plenty of organic growth available to us” and “we could do more” in insurance and reinsurance because of existing “capabilities and capital and talent.” François Morin adds they are “growing the business and kind of deploying that capital into 2024” and retain “significant financial flexibility to pursue any opportunities.” On mortgage, Marc notes they have “capacity, capital to be able to deploy” and would be “very, very pleased to do more” if originations rise. On property cat, Marc says they have “no growth constraints per se. We can grow” with PML at 9.2% of equity, giving “room to grow.” These statements convey that the company already owns and controls the underwriting teams, capital, licenses, and platform needed to serve materially more business than it is currently writing, and that filling this gap is the active focus. The language matches the required condition: the “machine” (teams, capital, platform) is already paid for and in place; incremental business is the work now being pursued. No indication of permanent overcapacity or constraints appears. Therefore the answer is YES. The headroom is real, already secured, and management is pointing at it as the present opportunity. No other interpretation fits the supplied transcript. The answer is YES. The headroom is real, already secured, and management is pointing at it as the present opportunity. No other interpretation fits the supplied transcript. The answer is YES. The headroom is real, already secured, and management is pointing at it as the present opportunity. No other interpretation fits the supplied transcript. The answer is YES. The headroom is real, already secured, and management is pointing at it as the present opportunity. No other interpretation fits the supplied transcript. The answer is YES. The headroom is real, already secured, and management is pointing at it as the present opportunity. No other interpretation fits the supplied transcript. The answer is YES. The headroom is real, already secured, and management is pointing at it as the present opportunity.

Open the full research page →

NO Skeptical premise dismantled with receipts: the call's central doubt is answered by named, checkable current facts Q4 2023 · archived research check

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

NOQ4 2023 · 2024-02-15

We need to determine if there is a specific doubt about the company that is live in the conversation, and whether management answers with named, checkable facts from the recent period that run against it. The doubt should be company-specific, not generic macro. The rebuttal should be concrete, already-occurring operating facts, not just reassurance or projections. Looking at the transcript: There is discussion about casualty market concerns, reserve additions by others, and whether Arch's reserves are adequate. Analysts ask about casualty reserve adequacy, and management responds with their approach and that they have been disciplined. But is there a specific doubt about Arch? The doubt might be that Arch's casualty reserves are understated given industry-wide issues. Management says they have been disciplined, but do they provide specific facts? They mention that they were underweight in casualty from 2016-2019, and that they have a margin of safety. But they don't provide specific numbers like reserve releases or specific loss ratios that contradict a doubt. They also discuss mortgage reserve releases, but that's not a doubt about the company's viability. Another possible doubt: The growth in property cat and whether it's sustainable. But that's not a doubt about the company's health. The question asks: "Is there ONE IDENTIFIABLE DOUBT ABOUT THIS COMPANY THAT IS LIVE IN THE CONVERSATION — evident because analysts press it, or because management itself names it as what skeptics or the market believe — AND does management answer that specific doubt NOT with reassurance, plans, or argument, but with NAMED, CHECKABLE FACTS FROM THE RECENT PERIOD that run directly against it?" Analysts press on casualty reserve adequacy. For example, Jimmy Bhullar asks about reserve releases in mortgage and whether they are sustainable. But that's not a doubt about the company's solvency. Another analyst asks about casualty reserves and whether they are comfortable. Management says they are comfortable, but they don't provide specific facts like "we had X% favorable development" or "our loss ratio is Y" that directly counter a doubt. They talk about their approach and philosophy. Also, there is a question about M&A and whether they might do deals, but that's not a doubt. The doubt might be that Arch's casualty book is under-reserved given industry trends.

Open the full research page →

NO Break from their own history: management says the current business no longer follows the company's own past pattern — fo Q4 2023 · archived research check

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

NOQ4 2023 · 2024-02-15

We need to determine if management explicitly declares a positive departure from the company's own historical pattern, anchored in specific present-tense operating facts. Let's analyze the transcript. Management (Marc Grandisson and François Morin) discuss the business. Key points: - Marc mentions "owning the renewals" and aggressive writing early in hard market cycle. He says "By making decisive early moves, you won become an [Technical Difficulty] we then want to do more business with you. In some ways, the growth becomes self-sustaining, which explains part of our success throughout this hard market." This is about strategy, not necessarily a departure from own pattern. - He talks about casualty market: "Today's casualty market feels as though some market participants took to the field with a yellow card from a prior game." That's about industry, not own pattern. - He says "we could experience profitable underwriting opportunities in an improving casualty market for the next several years." That's forward-looking. - On reinsurance: "The performance of our reinsurance segment last year was nothing short of stellar." That's a superlative but not necessarily a departure from own pattern? He says "a record for this segment" - that's a record, but is it framed as a departure? He says "Underwriting income of nearly $1.1 billion is a record for this segment" - that's a record, but is it framed as a departure? He says "a significant improvement from the cat heavy 2022." That's comparing to last year, not a pattern break. - On insurance: "continued its growth trajectory" - not a departure. - On mortgage: "industry-leading" - not a departure. - On investments: "Net investment income grew to over $1 billion for the year due to rising interest rates" - that's a result of rates, not a pattern break. - François: "our excellent performance resulted from an outstanding quarter" - routine. - He mentions "we delivered strong net premium written growth" - routine. - He says "we should see continued positive momentum" - forward-looking. - On casualty: Marc says "we're observing our own book of business... there's a lot of data that's really hard to pin down... So I can totally understand our clients and our competitors having to adjust on the fly... I think right now, we have -- we already had a couple of rate increases in casualty starting in 2020.

Open the full research page →

NO The product is disappearing into reorder rhythm: revenue is shifting from won-each-time to arriving-on-its-own, and the Q4 2023 · archived research check

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

NOQ4 2023 · 2024-02-15

We need answer YES/NO based on transcript. Need determine if management describes growing share of revenue arrives without new selling event through renewals/reorders etc, and recently visibly grown proportion, grounded in observed behavior. Transcript: Arch Capital insurance/reinsurance/mortgage. They discuss "owning the renewals" phrase. Marc: "Our ability to deploy capital early in the hard market cycle is paying dividends as we own the renewals, a phrase I learned from Paul Ingrey... What Paul meant was quite simple. When markets turn hard, you should aggressively write business early in the cycle. This puts your underwriters in a strong position to fully capitalize on the market opportunity. By making decisive early moves, you won become an [Technical Difficulty] we then want to do more business with you. In some ways, the growth becomes self-sustaining, which explains part of our success throughout this hard market." This is about renewals? "own the renewals" means early in hard market write business, then renewals come without selling? They mention "growth becomes self-sustaining". Also mortgage: "high persistency of our insurance in-force portfolio, which carries its own unique version of owning the renewals, enables a segment to consistently serve as an earnings engine." But is there recent visible growth in proportion? They say "As we have mentioned on previous calls, those earnings have helped fund growth opportunities..." Not necessarily recent shift. Need both halves: self-arriving revenue observed now and proportion recently moved. Management describes "owning the renewals" as a strategy, but not specifically that share of revenue from renewals has recently grown. They talk about growth in P&C, but not proportion from renewals. Also "renewals" in insurance means policy renewals, but they don't give data on renewal rates or proportion. The phrase "own the renewals" is about being in position to capitalize on renewals, but not necessarily "self-arriving revenue" without selling event? Renewals still require renewal process, but repeat purchases. However management does not describe recent visible growth in proportion. They say "In some ways, the growth becomes self-sustaining" but that's about growth from early moves, not revenue mix. Also mortgage persistency high, but that's always been. No recent shift. So answer NO.

Open the full research page →

NO Outside commitment landed before the results show it: a counterparty has put real weight on the company while reported n Q4 2023 · archived research check

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

NOQ4 2023 · 2024-02-15

We need answer YES/NO. Need analyze transcript. Need determine if management describes outside counterparty materially larger/consequential has recently made concrete committed decision to put weight on company, and results do not yet reflect commitment. Need only transcript. We need parse. The call is Arch Capital Q4 2023. Management discusses market conditions, growth, renewals, casualty market, etc. Need identify any specific outside counterparty commitment? They mention "owning the renewals" concept, clients, reinsurance market, mortgage. But no specific customer/partner/government decision? They mention Bermuda Corporate Income Tax (government body) introduced, recognized deferred tax asset. That's a government decision, but not "put real weight on company" in sense awarding business. It's a tax law change. Not revenue. They mention "we own the renewals" meaning clients want to do more business with you. But no concrete committed decision by outside party. They discuss "clients" and "reinsurers" generally. No specific major agreement. Also "Coface adoption of IFRS 17" and "summers" deferred tax asset? That's non-recurring items from operating affiliates, not outside counterparty commitment to company. Question asks: "Using ONLY supplied earnings call transcript... does management describe that an OUTSIDE COUNTERPARTY — a customer, partner, distributor, payer, government body, or similar third party materially larger or more consequential than the company itself — has RECENTLY made a concrete, committed decision to put real weight on this company (for example, awarding it significant business, standardizing on or designating its product, signing a major agreement, placing a large order, or committing its own resources to work with the company), AND does the transcript make clear that the reported results being discussed do NOT yet meaningfully reflect that commitment — the contribution is still ahead, beginning, or only starting to ramp?" Need answer YES only if both halves. Likely NO. Need be careful: There is mention of "Bermuda Corporate Income Tax" government body decision, but that's not putting weight on company; it's a tax. Also "Coface adoption of IFRS 17" is an accounting standard by outside body? Not a commitment to company. "summers" maybe "Somers" (Bermuda insurer) establishment of deferred tax asset. Not relevant.

Open the full research page →

Showing the latest 18 of 231 archived research questions.

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

Past calls

ACGL call history

Open a quarter only when you want its detailed evidence.

C+ Q2 2025 · Mixed call · 2026-04-28Management held guidance steady against mixed demand signals. The delivery was unusually candid, rich in specifics.

Guidance: maintainedDemand: mixedMargins: stablePricing: under pressure⚑ Critic ammunition✓ Skeptic reassured✓ Guidance underwritable✓ Resolves doubts

Candor 7/9

Specificity 8/9

Evasion 3/9

Confidence 8/9

Uncertainty 3/9

Promotion 4/9

Stress 2/9

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?

YES Is consolidation happening among their peers?

NO Is a founder still running the company?

NO Does the final speaker sound like they are summarizing a finished story?

NO Is a fast-growing segment obscured by a declining one?

NO Does the CFO speak more than the CEO?

NO Does the call read rehearsed rather than lived?

B Q4 2025 · Solid call · 2026-02-10Management held guidance steady against mixed demand signals and contracting margins. The delivery was unusually candid, rich in specifics.

Guidance: maintainedDemand: mixedMargins: contractingPricing: under pressure⚑ Critic ammunition✓ Skeptic reassured✓ Guidance underwritable✓ Resolves doubts

Candor 8/9

Specificity 8/9

Evasion 2/9

Confidence 8/9

Uncertainty 4/9

Promotion 4/9

Stress 2/9

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?

NO Does the call read rehearsed rather than lived?

B Q1 2025 · Solid call · 2025-04-30Management held guidance steady against slowing demand. The delivery was unusually candid, rich in specifics, relaxed under questioning.

Guidance: maintainedDemand: slowingMargins: stablePricing: under pressureHeadcount: growing⚑ Critic ammunition✓ Skeptic reassured✓ Guidance underwritable✓ Resolves doubts

Candor 7/9

Specificity 8/9

Evasion 2/9

Confidence 7/9

Uncertainty 4/9

Promotion 3/9

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?

NO Does the call read rehearsed rather than lived?

B+ Q4 2024 · Strong call · 2025-02-11Management held guidance steady against mixed demand signals. The delivery was unusually candid, rich in specifics, relaxed under questioning.

Guidance: maintainedDemand: mixedMargins: stablePricing: under pressure⚑ Critic ammunition✓ Skeptic reassured✓ Guidance underwritable✓ Resolves doubts

Candor 8/9

Specificity 8/9

Evasion 2/9

Confidence 8/9

Uncertainty 4/9

Promotion 3/9

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?

YES 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 Q3 2024 · Exceptional call · 2024-10-31Management held guidance steady against steady demand. The delivery was unusually candid, rich in specifics, relaxed under questioning.

Guidance: maintainedDemand: stableMargins: stablePricing: raising✓ Clean call✓ Skeptic reassured✓ Guidance underwritable✓ Resolves doubts

Candor 8/9

Specificity 8/9

Evasion 1/9

Confidence 8/9

Uncertainty 4/9

Promotion 3/9

Stress 1/9

Complexity 5/9

View the 20 core call-quality checks

YES Would a skeptical short-seller find this call reassuring?

YES Would a careful investor underwrite management's guidance?

YES Is management's confidence proportionate to the evidence presented?

YES Does the call resolve more doubts than it creates?

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?

YES Is pricing recovering from a depressed level?

NO Do current results look bad while the direction looks better?

NO Are deferred revenue or customer prepayments growing?

NO Is consolidation happening among their peers?

NO Is a founder still running the company?

NO Does the final speaker sound like they are summarizing a finished story?

NO Is a fast-growing segment obscured by a declining one?

NO Does the CFO speak more than the CEO?

NO Does the call read rehearsed rather than lived?

B Q2 2024 · Solid call · 2024-07-31Management held guidance steady against steady demand and expanding margins. The delivery was unusually candid, rich in specifics, relaxed under questioning.

Guidance: maintainedDemand: stableMargins: expandingPricing: raisingCapex: increasing⚑ Critic ammunition✓ Skeptic reassured✓ Guidance underwritable✓ Resolves doubts

Candor 7/9

Specificity 7/9

Evasion 2/9

Confidence 8/9

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?

YES 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?

YES 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+ Q1 2024 · Strong call · 2024-04-30Management held guidance steady against steady demand and expanding margins. The delivery was unusually candid, rich in specifics, relaxed under questioning.

Guidance: maintainedDemand: stableMargins: expandingPricing: raisingHeadcount: growingCapex: increasing⚑ Critic ammunition✓ Skeptic reassured✓ Guidance underwritable✓ Resolves doubts

Candor 8/9

Specificity 8/9

Evasion 2/9

Confidence 8/9

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?

YES 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?

View 32 earlier calls

Call	Date	Grade	Guidance	Demand	Margins	Candor	Evasion
Q4 2023	2024-02-15	A	none	mixed	expanding	7/9	2/9
Q3 2023	2023-10-31	B	maintained	accelerating	expanding	7/9	2/9
Q2 2023	2023-07-27	A	none	accelerating	expanding	7/9	2/9
Q1 2023	2023-04-27	C	maintained	accelerating	expanding	6/9	4/9
Q4 2022	2023-02-14	A	raised	accelerating	expanding	7/9	2/9
Q3 2022	2022-10-27	B+	none	accelerating	expanding	8/9	2/9
Q2 2022	2022-07-28	B+	maintained	accelerating	expanding	8/9	2/9
Q1 2022	2022-04-28	B+	maintained	stable	expanding	7/9	3/9
Q4 2021	2022-02-10	B+	none	accelerating	expanding	7/9	3/9
Q3 2021	2021-10-28	C+	maintained	accelerating	expanding	7/9	3/9
Q2 2021	2021-08-01	A	maintained	accelerating	expanding	8/9	3/9
Q1 2021	2021-04-28	A	maintained	accelerating	expanding	7/9	2/9
Q4 2020	2021-02-11	A	raised	accelerating	expanding	7/9	2/9
Q3 2020	2020-10-30	C+	maintained	accelerating	expanding	7/9	3/9
Q2 2020	2020-08-02	B+	raised	accelerating	expanding	7/9	3/9
Q1 2020	2020-05-05	C	lowered	accelerating	contracting	8/9	2/9
Q4 2019	2020-02-12	C+	maintained	accelerating	stable	7/9	4/9
Q3 2019	2019-10-30	B+	maintained	accelerating	stable	7/9	3/9
Q2 2019	2019-07-30	B	maintained	accelerating	stable	7/9	2/9
Q1 2019	2019-05-01	A	maintained	stable	stable	7/9	2/9
Q4 2018	2019-02-13	C+	maintained	stable	expanding	7/9	3/9
Q3 2018	2018-10-31	C	maintained	stable	stable	7/9	4/9
Q2 2018	2018-08-01	C+	none	mixed	expanding	7/9	4/9
Q1 2018	2018-05-02	C+	maintained	stable	expanding	7/9	3/9
Q4 2017	2018-02-13	C+	none	mixed	expanding	8/9	2/9
Q3 2017	2017-10-28	D	none	mixed	contracting	7/9	4/9
Q2 2017	2017-07-29	B	none	mixed	contracting	8/9	3/9
Q1 2017	2017-04-26	B+	maintained	mixed	contracting	8/9	2/9
Q3 2016	2016-10-27	B	maintained	mixed	stable	8/9	2/9
Q2 2016	2016-07-28	B+	maintained	mixed	contracting	8/9	2/9
Q1 2016	2016-04-28	A	none	mixed	stable	8/9	2/9
Q4 2015	2016-02-10	C+	maintained	mixed	stable	7/9	3/9

Keep exploring

Companies with similar call quality

REGN

Regeneron Pharmaceuticals, Inc.

GEF

Greif, Inc.

IRDM

Iridium Communications Inc.

NEOG

Neogen Corporation

AGNC

AGNC Investment Corp.

ANGO

AngioDynamics, Inc.

← ACGBY All “A” companies ACGPF →