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JBHT · Earnings-call lab · 32 calls graded · 2018–2026

J.B. Hunt Transport Services, Inc.

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

500checks per call
32calls analyzed
2018–2026coverage
NEWESTQ2 2026 call
2026-07-22 · 500 / 500 checks · members only
LockedStarter · $1 first week
AI call read
Grade locked
Grade and plain-English verdict
Expected 45-day move
Locked
Move size estimate, not direction
AI checks completed
500/ 500
Every check answered YES or NO

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

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OPENQ1 2026 call
2026-04-15 · 10 analysts · 15 questions · 500 / 500 checks
Free · full reportThe quarter before the newest
C+
Call grade · Better than 44% of 177,437 calls
Mixed call. Management held guidance steady against accelerating demand and expanding margins. The delivery was unusually candid, rich in specifics.
Management toneResultTypical range · middle half of all callsFlag
Candor7 /9
—
Evasion3 /9
—
Specificity8 /9
—
Confidence8 /9
—
Uncertainty3 /9
—
Promotion5 /9
—
Stress2 /9
—
Complexity5 /9
—
Since the quarter before · Q4 2025 → Q1 2026
Guidance maintainedDemand mixedacceleratingMargins expandingPricing under pressureraisingBacklog growingHeadcount growingCapex increasingmaintained⚑ Critic ammunition✓ Skeptic reassured⚑ Question left hanging✓ Guidance underwritable✓ Resolves doubts
Notable checks detected
  • Are there more than eight analyst questioners?
  • Does the operator announce more than five questioners?
  • Is there a questioner from an investment bank other than the first three analysts who ask questions?
  • Does the operator mention a queue or "next question" more than three times?
ScreenersHigh CandorSkeptic ReassuredCritic AmmunitionUnderused Fixed CostsRaising PricesMargins ExpandingDemand AcceleratingBacklog Growing
Lab panel · Q1 2026 call

30 markers, measured against 177,437 calls

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

13 flags on this call
LanguageResultTypical range · middle half of all callsFlag
AI mentionsTimes management said AI, generative, LLM or agentic.1 mentions
typical 0–0
H
"Great question"Management praising a question before answering it.0 times
typical 0–1
—
Thank-yousEvery thanks on the call, in both directions.24 times
typical 13–31
—
BuzzwordsSynergies, headwinds, flywheels, best-in-class and friends.2.3 /1k words
typical 0.6–1.8
H
HedgesSort of, kind of, roughly, I think, probably.10.8 /1k words
typical 5.5–10.5
H
SuperlativesRecord, unprecedented, tremendous, incredible.1.3 /1k words
typical 0.3–1.2
H
Outside forcesMacro, weather, currency, tariffs, supply chain.21 mentions
typical 1–9
H
Stonewalls"Not going to comment", "we don't break that out".1 times
typical 0–0
H
NumbersFigures per thousand words of management speech. Low means vague.7.9 /1k words
typical 21.2–35.3
L
"Excited"Excited, exciting, thrilled.2 times
typical 0–3
—
Script shareShare of the call spent on prepared remarks rather than questions.17% % of call
typical 35%–55%
—
CEO shareHow much of the talking the CEO did.17% % of mgmt words
typical 29%–68%
L
Longest answerThe longest single management answer in the Q&A.669 words
typical 249–461
H
Reading levelFlesch–Kincaid grade level of management answers.10.0 US grade
typical 7.6–9.6
H
Behaviour · from the 500 checksDetectedTypical range · middle half of all callsFlag
FlatteryCompliments, thank-yous and first names between analysts and management.28 of 49
typical 16–30
—
DodgingQuestions declined, deferred or answered with a different question.9 of 15
typical 5–9
—
BlameResults attributed to weather, macro, currency or other outside forces.18 of 27
typical 3–12
H
HypeSuperlatives and excitement in management language.7 of 11
typical 2–8
—
Analyst pushbackHow hard the analysts pressed: follow-ups, two-part questions, challenges.12 of 22
typical 5–10
H
ConfessionAdmissions, apologies and self-corrections.3 of 11
typical 1–5
—
Call theaterStage management: operator mechanics, scripted cues, "color".21 of 33
typical 12–19
H
Capital returns talkAttention paid to buybacks, dividends, M&A and the balance sheet.1 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

Q1 2026 · 500 checks

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

500checked
304detected
196not detected
YES Does an executive answer a question by describing a process rather than an outcome? Activist · seen in 86.8% of calls
How to read this YES

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Transcript-only check Detected in 89.5% of calls 94% repeat consistency
YES Does the CEO answer a question personally after another executive initially responds? Air Traffic · seen in 58% of calls
How to read this YES

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

Transcript-only check Detected in 58% of calls 90% repeat consistency
NO Does any speaker use the phrase "if you look at" at least twice? Air Traffic · seen in 35.1% of calls
How to read this NO

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

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

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

Transcript-only check Detected in 75.4% of calls 80.6% repeat consistency
NO Does any speaker use the word "obviously" at least twice? Air Traffic · seen in 55.8% of calls
How to read this NO

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

Transcript-only check Detected in 55.8% of calls 83.8% repeat consistency
YES Does anyone say "guidance" in the same sentence as a specific number? Air Traffic · seen in 56.4% 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 56.4% of calls 90.3% repeat consistency
NO Does any analyst say "congrats" or "congratulations" to management? Air Traffic · seen in 35.8% of calls
How to read this NO

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

Transcript-only check Detected in 35.8% of calls 99.7% repeat consistency
YES Is the word "scale" or "scaling" used as a verb? Air Traffic · seen in 22.7% 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 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
YES Does any analyst say "thank you" before asking their question? Air Traffic · seen in 71.4% of calls
How to read this YES

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

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

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

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

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

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

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

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

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

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

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

Transcript-only check Detected in 46% of calls 88.3% repeat consistency
NO Does the CFO use the phrase "adjusted" or "non-GAAP" at least three times? Air Traffic · seen in 51.6% of calls
How to read this NO

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

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

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

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

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

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

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

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

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

Transcript-only check Detected in 74.8% of calls 93.8% repeat consistency
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
NO Does anyone use the phrase "as you know" to introduce a claim? Anthropologist · seen in 49% of calls
How to read this NO

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

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

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

Transcript-only check Detected in 21.2% of calls 85.3% repeat consistency
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
YES Does anyone describe a negotiation currently in progress? Bankruptcy · seen in 31.5% of calls
How to read this YES

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

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

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

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

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

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

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

Transcript-only check Detected in 75.9% of calls 87.5% repeat consistency
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
YES Does any executive's first sentence include the word "revenue"? Clinical Trial · seen in 11.4% of calls
How to read this YES

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

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

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

Transcript-only check Detected in 29.5% of calls 97.3% repeat consistency
NO Does any question contain the phrase "color on" or "some color"? Compliance · seen in 53.1% 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 53.1% of calls 86.6% repeat consistency
YES Does the operator use the phrase "our final question" before closing? Compliance · seen in 12.9% 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 12.9% of calls 92.8% repeat consistency
YES Does anyone say "let me" at least three times? Compliance · seen in 32.5% 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 32.5% of calls 94.8% repeat consistency
NO Does the word "aggressive" or "aggressively" appear at least once? Compliance · seen in 35.4% of calls
How to read this NO

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

Transcript-only check Detected in 35.4% of calls 99.7% repeat consistency
YES Does an analyst ask a question referencing "the puts and takes"? Compliance · seen in 10.7% of calls
How to read this YES

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

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

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

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

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

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

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

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

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

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

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

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

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

Transcript-only check Detected in 12.8% of calls 96.7% repeat consistency
NO Does the word "journey" appear? Con Artist · seen in 19.8% of calls
How to read this NO

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

Transcript-only check Detected in 19.8% of calls 99.7% repeat consistency
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
NO Does an analyst ask about capital allocation or buybacks? Courtroom · seen in 46.3% 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 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
NO Does management promise to follow up or take a question offline? Courtroom · seen in 18.2% of calls
How to read this NO

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

Transcript-only check Detected in 18.2% of calls 85.5% repeat consistency
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
NO Does the CEO answer the majority of analyst questions personally? Debate · seen in 66.9% 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 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
NO Does any question reference a specific quarter (e.g., "fourth quarter") by name? Debate · seen in 76.2% 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 76.2% of calls 92.3% repeat consistency
NO Does the operator interrupt the Q&A to announce time is limited or that this will be the last question? Debate · seen in 24% of calls
How to read this NO

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

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

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

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

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

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

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

Transcript-only check Detected in 83.3% of calls 86.2% repeat consistency
NO 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 NO

The model did not 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 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
NO 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 NO

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

Transcript-only check Detected in 60.4% 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
NO Does the word "obviously" appear in the transcript? Debate · seen in 74.1% 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 74.1% of calls 89.7% repeat consistency
YES Does the transcript contain the word "margin" more than ten times? Debate · seen in 44.3% 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 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
YES Does any executive say "let me" at least once? Debate · seen in 66.1% 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 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
YES Does management use the word "momentum" at least twice? Debate · seen in 31.7% of calls
How to read this YES

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

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

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

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

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

Transcript-only check Detected in 41.6% of calls 98.7% repeat consistency
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
YES Does any executive say "that said" or "having said that" to introduce a caveat? Debate · seen in 29.3% of calls
How to read this YES

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

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

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

Transcript-only check Detected in 20.6% of calls 83.5% repeat consistency
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
YES Does anyone say "we remain confident" or "we are confident"? Debate · seen in 42.2% of calls
How to read this YES

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

Transcript-only check Detected in 42.2% of calls 93% repeat consistency
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
NO Does an executive cite a specific dollar figure greater than one billion? Discovery · seen in 71% of calls
How to read this NO

The model did not 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% of calls 97.6% repeat consistency
NO Does any analyst's question contain the word "curious"? Discovery · seen in 57.5% of calls
How to read this NO

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

Transcript-only check Detected in 57.5% of calls 99% repeat consistency
NO Does an analyst reference a specific prior quarter by name (e.g., "last quarter")? Discovery · seen in 63% of calls
How to read this NO

The model did not 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% of calls 82.5% repeat consistency
NO Does any speaker say "obviously" two or more times? Discovery · seen in 61.8% of calls
How to read this NO

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

Transcript-only check Detected in 61.8% of calls 88.7% repeat consistency
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
YES 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 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 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
NO 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 NO

The model did not 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 86.5% repeat consistency
YES Does anyone say "thank you" three or more times in the Q&A section? Discovery · seen in 82.3% of calls
How to read this YES

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

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

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

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

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

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

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

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

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

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

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

Transcript-only check Detected in 27.2% of calls 95.5% repeat consistency
NO Does anyone say "including" at least three times? Discovery · 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 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
YES Does any speaker say "with that, I'll turn it over"? Discovery · seen in 55.8% of calls
How to read this YES

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

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

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

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

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

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

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

Transcript-only check Detected in 74.2% of calls 83.3% repeat consistency
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
YES Does anyone say "thank you" at least ten times in the transcript? Editor · seen in 73.2% of calls
How to read this YES

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

Transcript-only check Detected in 73.2% of calls 81.8% repeat consistency
NO Does an executive use the phrase "if you look at" at least twice? Editor · seen in 36.2% of calls
How to read this NO

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

Transcript-only check Detected in 36.2% of calls 89.9% repeat consistency
YES Does any analyst begin their question with "Hi" or "Hello" as a greeting? Editor · 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 95.6% repeat consistency
YES Does anyone say "we are excited about" without naming a number? Editor · seen in 38.7% of calls
How to read this YES

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Transcript-only check Detected in 72.2% of calls 83.3% repeat consistency
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
YES Does management thank analysts by name at any point after a question? Editor · seen in 58.8% of calls
How to read this YES

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

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

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

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

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

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

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

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

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

Transcript-only check Detected in 16.3% of calls 99.7% repeat consistency
YES Does the word "temporary" or "transitory" appear? Editor · seen in 18.6% 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 18.6% of calls 97.3% repeat consistency
YES Is an analyst's question answered with "great question" or similar? Editor · seen in 28.9% of calls
How to read this YES

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

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

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

Transcript-only check Detected in 80.1% of calls 98% repeat consistency
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
YES Does anyone say "thank you" at least ten times across the call? Fact Checker · seen in 67.1% of calls
How to read this YES

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

Transcript-only check Detected in 67.1% of calls 81.1% repeat consistency
YES Does the phrase "thank you for taking my question" or "thanks for taking my question" appear? Fact Checker · seen in 50.4% of calls
How to read this YES

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

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

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

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

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

Transcript-only check Detected in 84.1% of calls 98% repeat consistency
YES Does the CEO personally deliver the closing remarks of the call? Fact Checker · seen in 68.9% of calls
How to read this YES

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

Transcript-only check Detected in 68.9% of calls 95.3% repeat consistency
YES Does the CEO's prepared remarks contain the word "team" at least twice? Fact Checker · seen in 40.9% of calls
How to read this YES

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

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

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

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

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

Transcript-only check Detected in 84.8% of calls 94% repeat consistency
YES 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 YES

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

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
NO Does any speaker use the word "obviously"? Forensic · seen in 81.7% 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 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
NO Someone uses the word "honestly," "frankly," or "to be clear." Forensic · seen in 44.9% of calls
How to read this NO

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

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

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

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

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

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

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

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

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

Transcript-only check Detected in 24.2% of calls 92.3% repeat consistency
YES Does a speaker say "let me" at least twice in the transcript? Forensic · seen in 49.3% 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 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
YES Does an executive say "thank you" to the analyst before answering a question? Forensic · seen in 46.7% of calls
How to read this YES

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

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

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

Transcript-only check Detected in 37.4% of calls 96.3% repeat consistency
YES The final question is answered noticeably shorter than the opening ones. Forensic · 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 81% repeat consistency
YES Does anyone say "we remain" followed by a verb (e.g., "we remain committed")? Forensic · seen in 36% of calls
How to read this YES

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

Transcript-only check Detected in 36% of calls 82.6% repeat consistency
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
YES Does the operator say "our final question" or similar? Hostage · seen in 18.1% 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 18.1% of calls 92.3% repeat consistency
YES Does the word "opportunity" or "opportunities" appear at least five times? Hostage · seen in 58.7% of calls
How to read this YES

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

Transcript-only check Detected in 58.7% of calls 92.3% repeat consistency
YES Does the word "clearly" appear at least twice? Hostage · seen in 24.8% of calls
How to read this YES

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

Transcript-only check Detected in 24.8% of calls 92.3% repeat consistency
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
NO Are there more than ten analyst questions in total? Insurance · seen in 79.4% 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 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
YES Does management say "we are not going to comment on" or equivalent refusal language? Insurance · seen in 40.6% of calls
How to read this YES

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

Transcript-only check Detected in 40.6% of calls 83.3% repeat consistency
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
NO Does the CFO's prepared section exceed the CEO's in number of paragraphs? Insurance · seen in 38% of calls
How to read this NO

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

Transcript-only check Detected in 38% of calls 86.5% repeat consistency
NO Does the CEO personally answer more than half of the analyst questions? Insurance · 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 92.1% repeat consistency
YES Does any analyst mention the word "margin" in their first question? Insurance · seen in 39.4% of calls
How to read this YES

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

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

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

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

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

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

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

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

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

Transcript-only check Detected in 46.5% of calls 84.2% repeat consistency
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
YES Does any analyst begin their turn with "thanks" or "thank you"? Insurance · seen in 71.8% of calls
How to read this YES

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

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

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

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

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

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

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

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

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

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

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

Transcript-only check Detected in 58.2% of calls 95.7% repeat consistency
NO Does the word "capital" appear in at least three different speakers' turns? Insurance · seen in 37.7% 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 37.7% of calls 90.4% repeat consistency
NO Does an executive use the phrase "over time" at least twice? Insurance · 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 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
YES Does anyone say "we are pleased" or "we're excited"? Insurance · seen in 75% of calls
How to read this YES

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

Transcript-only check Detected in 75% of calls 94.3% repeat consistency
YES Does anyone use the word "leverage" (financial or metaphorical)? Insurance · seen in 72.8% of calls
How to read this YES

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

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

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

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

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

Transcript-only check Detected in 37.9% of calls 99% repeat consistency
NO Does the word "uncertainty" or "uncertainties" appear at least twice? Insurance · seen in 37.8% of calls
How to read this NO

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

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

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

Transcript-only check Detected in 46% of calls 90.6% repeat consistency
YES Does management use the word "leverage" or "leveraging" at least twice? Insurance · seen in 51.1% of calls
How to read this YES

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

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

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

Transcript-only check Detected in 29.3% of calls 97% repeat consistency
NO Is the phrase "a number of" used at least once? Insurance · seen in 67.1% of calls
How to read this NO

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

Transcript-only check Detected in 67.1% of calls 94.6% repeat consistency
YES Does anyone use the phrase "best-in-class" or "industry-leading"? Insurance · seen in 27.3% of calls
How to read this YES

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

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

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

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

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

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

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

Transcript-only check Detected in 10.1% of calls 94.3% repeat consistency
YES Does the phrase "the team" appear at least twice in management remarks? Insurance · seen in 41.2% 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 41.2% of calls 80.5% repeat consistency
NO Does any speaker say "so clearly" or "quite frankly"? Insurance · seen in 18% of calls
How to read this NO

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

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

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

Transcript-only check Detected in 54% of calls 92.3% repeat consistency
YES Speaker says "we don't guide" on anything. Insurance · seen in 16.5% of calls
How to read this YES

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

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

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

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

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

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

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

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

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

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

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

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

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

Transcript-only check Detected in 59.8% of calls 82.5% repeat consistency
YES Speaker admits being surprised by anything. Insurance · seen in 28.1% 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 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
YES Does management describe a cost program, restructuring, or efficiency initiative by a proper name? Insurance · seen in 16.8% of calls
How to read this YES

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

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

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

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

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

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

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

Transcript-only check Detected in 16.7% of calls 88% repeat consistency
YES Does the word "pipeline" appear without a dollar figure attached? Insurance · seen in 55.3% of calls
How to read this YES

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

Transcript-only check Detected in 55.3% of calls 99% repeat consistency
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
NO Does any speaker use "we're" where "we are" could substitute, more than twenty times overall? Interrogator · seen in 61.9% of calls
How to read this NO

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

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

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

Transcript-only check Detected in 79.6% of calls 93.8% repeat consistency
NO Does anyone say "obviously" at least three times? Interrogator · seen in 43.3% of calls
How to read this NO

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

Transcript-only check Detected in 43.3% of calls 86.9% repeat consistency
YES Does anyone use the word "pipeline" at least twice? Interrogator · seen in 37.8% of calls
How to read this YES

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Transcript-only check Detected in 58.9% of calls 86.3% repeat consistency
YES Does an analyst flatter management within their first sentence of speaking? Negotiation · seen in 46.6% of calls
How to read this YES

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

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

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

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

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

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

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

Transcript-only check Detected in 70.6% of calls 97% repeat consistency
YES Does the word "guidance" appear in the prepared remarks (not just Q&A)? Negotiation · seen in 64% of calls
How to 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% of calls 98.7% repeat consistency
YES Is the word "margin" used with a number attached (e.g., "400 basis points")? Negotiation · seen in 66.7% of calls
How to read this YES

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

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

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

Transcript-only check Detected in 40.6% of calls 97.3% repeat consistency
NO Does an executive answer a question by citing a competitor's actions? Negotiation · seen in 36.3% of calls
How to read this NO

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

Transcript-only check Detected in 36.3% of calls 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
YES Does the word "challenges" appear more than once? Negotiation · 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 92.7% repeat consistency
NO Does the CEO begin an answer with "look" or "listen"? Negotiation · seen in 21.3% of calls
How to read this NO

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

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

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

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

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

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

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

Transcript-only check Detected in 24.5% of calls 90.7% repeat consistency
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
NO Does anyone describe a metric as "noisy" or "lumpy"? Negotiation · seen in 15.6% of calls
How to read this NO

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

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

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

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

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

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

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

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

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

Transcript-only check Detected in 19.9% of calls 97% repeat consistency
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
YES Does the word "guidance" appear in the transcript? Private Credit · seen in 78.7% of calls
How to read this YES

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

Transcript-only check Detected in 78.7% of calls 97.3% repeat consistency
YES Does anyone say "we're excited" or "we are excited"? Private Credit · seen in 49.5% of calls
How to read this YES

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

Transcript-only check Detected in 49.5% of calls 93.7% repeat consistency
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
NO Does anyone cite a percentage of revenue from a specific segment? Private Credit · seen in 40.3% of calls
How to read this NO

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

Transcript-only check Detected in 40.3% of calls 92.6% repeat consistency
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
NO Does the word "liquidity" appear at least once? Private Credit · 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 99.7% repeat consistency
YES Does the transcript mention refinancing, maturity dates, or debt coming due? Private Credit · seen in 32% of calls
How to read this YES

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

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

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

Transcript-only check Detected in 24.2% of calls 90.7% repeat consistency
YES Does anyone reference "the macro" or "macro environment"? Private Credit · seen in 26.5% of calls
How to read this YES

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

Transcript-only check Detected in 26.5% of calls 91% repeat consistency
YES Is the word "capacity" mentioned? Private Credit · seen in 55.7% 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 55.7% of calls 100% repeat consistency
YES Does anyone use the phrase "our customers" rather than naming a customer? Private Credit · seen in 60.7% of calls
How to read this YES

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

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

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

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

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

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

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

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

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

Transcript-only check Detected in 32.6% of calls 87.7% repeat consistency
YES 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 YES

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

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

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

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

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

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

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

Transcript-only check Detected in 81.4% of calls 96.7% repeat consistency
YES Does an executive open their first answer by thanking the analyst? Private Credit · seen in 37.1% 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 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
YES Does the word "core" appear at least twice? Procurement · seen in 44% of calls
How to read this YES

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

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

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

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

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

Transcript-only check Detected in 11.3% of calls 94.5% repeat consistency
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
NO Does any speaker say "if you look at"? Project · seen in 54.1% 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 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
YES Does any speaker use the phrase "tailwind" or "tailwinds"? Project · seen in 27.3% of calls
How to read this YES

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

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

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

Transcript-only check Detected in 41.1% of calls 96.6% repeat consistency
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
YES Does any speaker say "structurally" or "secular"? Project · seen in 13% of calls
How to 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% 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
YES 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 YES

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

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

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

Transcript-only check Detected in 23.9% of calls 94.2% repeat consistency
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
YES Does the phrase "thank you" appear more than ten times? Screenwriter · seen in 62.8% of calls
How to read this YES

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

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

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

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

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

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

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

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

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

Transcript-only check Detected in 85.3% of calls 97% repeat consistency
NO Does any analyst ask about capital allocation or share repurchases? Screenwriter · 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 93.1% 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
YES Does the word "inflation" appear at least twice? Screenwriter · seen in 25.3% of calls
How to read this YES

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

Transcript-only check Detected in 25.3% of calls 97.3% repeat consistency
YES Does any executive say "we believe" at least twice? Screenwriter · seen in 65.8% of calls
How to read this YES

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

Transcript-only check Detected in 65.8% of calls 92.8% repeat consistency
YES Does management use the phrase "going forward"? Screenwriter · seen in 56.2% of calls
How to read this YES

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

Transcript-only check Detected in 56.2% of calls 85.6% repeat consistency
NO Does anyone use the word "robust"? Screenwriter · seen in 46% of calls
How to read this NO

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

Transcript-only check Detected in 46% of calls 99% repeat consistency
NO Does any speaker use the phrase "if you will" or "so to speak"? Screenwriter · seen in 23.2% of calls
How to read this NO

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

Transcript-only check Detected in 23.2% of calls 97.7% repeat consistency
YES Does any speaker say "appreciate" at least once? Screenwriter · seen in 63.9% of calls
How to read this YES

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

Transcript-only check Detected in 63.9% of calls 94.2% repeat consistency
NO Does anyone use the phrase "at the end of the day"? Screenwriter · seen in 12.5% of calls
How to read this NO

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

Transcript-only check Detected in 12.5% of calls 99.7% repeat consistency
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
NO Does any executive say "we're pleased" or "I'm pleased"? Screenwriter · seen in 68.3% of calls
How to read this NO

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

Transcript-only check Detected in 68.3% of calls 92.8% repeat consistency
NO Is there a moment of modesty—someone crediting luck or timing? Screenwriter · seen in 12.5% of calls
How to read this NO

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

Transcript-only check Detected in 12.5% of calls 92.3% repeat consistency
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
YES Does any question begin with "Can you" or "Could you"? Semiotician · seen in 84.8% of calls
How to read this YES

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

Transcript-only check Detected in 84.8% of calls 85.2% repeat consistency
NO Does the word "quick" or "quickly" appear in three or more analyst questions? Semiotician · seen in 13.2% of calls
How to read this NO

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

Transcript-only check Detected in 13.2% of calls 91.6% repeat consistency
YES Does an analyst ask for guidance on a metric management did not offer unprompted? Semiotician · seen in 87.3% of calls
How to read this YES

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

Transcript-only check Detected in 87.3% of calls 89.7% repeat consistency
NO Is there a question about capital allocation (buybacks, M&A, debt, or dividends)? Semiotician · seen in 67.7% 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 67.7% of calls 91.7% repeat consistency
NO Does any analyst use the word "clarify" or "clarification"? Semiotician · seen in 32.9% of calls
How to read this NO

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

Transcript-only check Detected in 32.9% of calls 98.7% repeat consistency
NO Does the word "obviously" appear at least twice? Semiotician · seen in 57.9% of calls
How to read this NO

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

Transcript-only check Detected in 57.9% of calls 87.2% repeat consistency
YES Does management refer to a prior call or prior quarter's commentary when answering? Semiotician · seen in 87.9% of calls
How to read this YES

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

Transcript-only check Detected in 87.9% of calls 90% repeat consistency
YES Does anyone use the word "actually" at least three times? Semiotician · seen in 46.2% of calls
How to read this YES

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

Transcript-only check Detected in 46.2% of calls 85.5% repeat consistency
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
NO Does the operator run out of queued questions and close early? Semiotician · seen in 34.3% of calls
How to read this NO

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

Transcript-only check Detected in 34.3% of calls 83.5% repeat consistency
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
NO Is the word "excited" used by the CEO more than the word "confident"? Semiotician · seen in 33.1% of calls
How to read this NO

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

Transcript-only check Detected in 33.1% of calls 92% repeat consistency
YES Does any speaker use the phrase "the right" before a noun ("the right team," "the right decisions")? Semiotician · seen in 57.8% of calls
How to read this YES

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

Transcript-only check Detected in 57.8% of calls 94% repeat consistency
NO Does the word "guidance" appear more than five times in the transcript? Semiotician · seen in 31.8% of calls
How to read this NO

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

Transcript-only check Detected in 31.8% of calls 93% repeat consistency
YES Does the word "tailwind" or "headwind" appear? Semiotician · seen in 52.2% of calls
How to read this YES

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

Transcript-only check Detected in 52.2% of calls 98.7% repeat consistency
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
NO Are there more questions about revenue than about costs? Semiotician · seen in 69.8% 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 69.8% of calls 85.2% repeat consistency
YES Does the word "challenging" appear at least twice? Semiotician · seen in 20.1% 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 20.1% of calls 97% repeat consistency
YES Does any speaker use the phrase "on a" four or more times total (e.g., "on a constant currency basis")? Semiotician · seen in 54.8% of calls
How to read this YES

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

Transcript-only check Detected in 54.8% of calls 82.8% repeat consistency
YES Does any executive answer begin with "Sure" or "Yes" followed by a comma? Semiotician · seen in 71.4% of calls
How to read this YES

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

Transcript-only check Detected in 71.4% of calls 83.2% repeat consistency
YES Does anyone say "from a ... perspective" (e.g., "from a margin perspective")? Semiotician · seen in 56.9% of calls
How to read this YES

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

Transcript-only check Detected in 56.9% of calls 87.2% repeat consistency
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
YES Does any speaker say "great question" or thank the analyst before answering? Semiotician · seen in 51.8% of calls
How to read this YES

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

Transcript-only check Detected in 51.8% of calls 84% repeat consistency
YES Does anyone attribute results to "the team" rather than to strategy? Semiotician · seen in 61.6% of calls
How to read this YES

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

Transcript-only check Detected in 61.6% of calls 90.7% repeat consistency
YES Does any speaker say "going forward"? Semiotician · seen in 61.4% of calls
How to read this YES

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

Transcript-only check Detected in 61.4% of calls 85.6% repeat consistency
NO Does any analyst begin their question with "congratulations"? Semiotician · seen in 17.8% of calls
How to read this NO

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

Transcript-only check Detected in 17.8% of calls 92.6% repeat consistency
YES Does an analyst thank management at the end of their turn? Semiotician · seen in 77.2% of calls
How to read this YES

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

Transcript-only check Detected in 77.2% of calls 94.7% repeat consistency
YES Does anyone describe the future with "We believe" more than "We expect"? Semiotician · seen in 30.2% of calls
How to read this YES

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

Transcript-only check Detected in 30.2% of calls 87.3% repeat consistency
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
YES Is the word "momentum" used without a stated metric attached to it? Semiotician · seen in 41.4% of calls
How to read this YES

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

Transcript-only check Detected in 41.4% of calls 92.7% repeat consistency
NO Does the word "macro" appear at least twice? Semiotician · seen in 21.9% of calls
How to read this NO

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

Transcript-only check Detected in 21.9% of calls 95.9% repeat consistency
YES Does management use the word "solid" at least once? Semiotician · seen in 57.7% of calls
How to read this YES

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

Transcript-only check Detected in 57.7% of calls 97% repeat consistency
NO Is there an analogy to a machine, engine, or flywheel? Semiotician · seen in 29.2% of calls
How to read this NO

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

Transcript-only check Detected in 29.2% of calls 88% repeat consistency
YES Is the word "visibility" used at least once? Semiotician · seen in 34.1% 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 34.1% of calls 100% repeat consistency
NO Is the phrase "base case" or "scenario" used at least once? Semiotician · seen in 19.1% of calls
How to read this NO

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

Transcript-only check Detected in 19.1% of calls 96.9% repeat consistency
NO Does anyone say "we take that seriously" or "we're very focused on"? Semiotician · seen in 18% of calls
How to read this NO

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

Transcript-only check Detected in 18% of calls 92% repeat consistency
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
YES Does management say "the team" at least twice? Semiotician · seen in 31.9% 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 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
NO Does a speaker begin a sentence with "To be honest" or "To be clear"? Semiotician · seen in 10.5% of calls
How to read this NO

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

Transcript-only check Detected in 10.5% of calls 92.7% repeat consistency
NO Does management use the phrase "strategic" at least twice? Semiotician · seen in 46% of calls
How to read this NO

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

Transcript-only check Detected in 46% of calls 97.3% repeat consistency
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
YES Does the word "resilient" or "resilience" appear? Semiotician · seen in 24.7% of calls
How to read this YES

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

Transcript-only check Detected in 24.7% of calls 98% repeat consistency
YES Does the operator mention a queue or "next question" more than three times? Simultaneous · seen in 74.2% of calls
How to read this YES

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

Transcript-only check Detected in 74.2% of calls 91.6% repeat consistency
NO 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 NO

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

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
YES Does the phrase "last question" or "final question" appear? Simultaneous · seen in 50.4% of calls
How to read this YES

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

Transcript-only check Detected in 50.4% of calls 91.6% repeat consistency
YES Does the word "clearly" appear anywhere in the transcript? Simultaneous · seen in 50.9% of calls
How to read this YES

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

Transcript-only check Detected in 50.9% of calls 96.3% repeat consistency
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
YES Does the word "team" appear at least three times? Simultaneous · seen in 59% of calls
How to read this YES

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

Transcript-only check Detected in 59% of calls 91.6% repeat consistency
YES Does the word "confident" appear in any executive's remarks? Simultaneous · seen in 60.7% of calls
How to read this YES

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

Transcript-only check Detected in 60.7% of calls 97.7% repeat consistency
YES Does an analyst thank management at the start or end of their turn? Simultaneous · seen in 81.6% of calls
How to read this YES

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

Transcript-only check Detected in 81.6% of calls 95.7% repeat consistency
NO Does the CEO use the word "incredibly" at any point? Simultaneous · seen in 15% of calls
How to read this NO

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

Transcript-only check Detected in 15% of calls 99.7% repeat consistency
YES Does any executive use the word "team" to refer to company personnel? Simultaneous · seen in 83.6% of calls
How to read this YES

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

Transcript-only check Detected in 83.6% of calls 98.7% repeat consistency
YES Does anyone say "to your point" when answering a question? Simultaneous · seen in 10.3% of calls
How to read this YES

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

Transcript-only check Detected in 10.3% of calls 98% repeat consistency
YES Does any executive say "with that" to transition between speakers or topics? Simultaneous · seen in 75% of calls
How to read this YES

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

Transcript-only check Detected in 75% of calls 97.3% repeat consistency
YES Does the word "transformation" or "transformational" appear? Simultaneous · seen in 24.2% 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 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
YES Does any analyst identify themselves with a two-part introduction (name and firm)? Simultaneous · seen in 10.2% 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 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
YES 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 YES

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

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 JBHT calls. Open a question to read the model's original reasoning.

229 saved explanations · 227 questions
NO Answers go deeper than the script: questioning keeps surfacing new concrete detail behind a positive development — compa Q4 2023 · 3 archived calls

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

NOQ4 2023 · 2024-01-18

The user asks me to evaluate two gates based only on the provided earnings call transcript. **Gate 1: Original Signal** - Is there a POSITIVE, CURRENT development in the company's business that management presents as genuinely going well or stepping up right now? - Does the Q&A produce MORE CONCRETE OPERATING DETAIL than the prepared remarks? Let me analyze the transcript. The main positive development highlighted is Intermodal volume growth. In the prepared remarks: - Darren Field: "we have been seeing improving trends in Intermodal since this Spring, which continued as evidenced by our 6% increase in volume for the quarter. In fact, we have seen an improvement in our year-over-year monthly volume trends since April or for nine consecutive months. By month in the fourth quarter, our volumes were up 6% in October, 6% in November, and up 8% in December." So the prepared remarks already contain quite a bit of detail about the volume growth. Now, in the Q&A, do analysts probe this and get MORE detail? Question from Brandon Oglenski: "you guys mentioned a couple of times about how pricing is just a lagged indicator and volume being the lead here. I know your volumes did accelerate in Intermodal business this quarter. I guess, how can you help us think about the progression on operating profitability through 2024? Are you going to have the ability to get that value and greater yield from your customers as the year progresses?" Darren's answer: "Certainly, I'm not going to guide you into 2024. What I will say is pricing will forever be worth more than volume in terms of margin performance and return performance. We are under immense cost pressure. And certainly, we believe the value proposition we represent to our customers should equate to a return position that justifies our investments. There's a lot yet to be determined and -- as we go through the bid cycle and so the answer to your question is we'll play itself out in 2024 and we're all going to have to wait and see what the environment is like." This is not really adding new concrete detail about the volume growth. It's more about pricing and cost pressure. Question from Scott Group: "So, Darren, I heard you talk about taking share from trucks, didn't hear you talk too much about West Coast port share gains. I guess, I'm wondering how you think you may or may not benefit from that.

NOQ3 2022 · 2022-10-18

We need answer only YES or NO. Need evaluate both gates. Need use transcript. Gate 1: positive current development with Q&A adding more concrete operating detail than prepared remarks. Need identify. Possible developments: Intermodal rail service improvement, volumes, box turns, velocity. Prepared remarks mention rail service improved, volumes up 4%, September down 2%, October rebound. Q&A: Darren gives more detail: September impacted by rail labor, volumes would have been +3-4% without disruption, box turns 1.5, velocity improved second half August, etc. Is that additive? Yes, multiple exchanges about Intermodal. Also DCS growth? Nick adds details about sales, maintenance, OEM. But Gate 1 asks positive current development with Q&A producing more concrete operating detail. Intermodal service improvement is positive current. Q&A adds specifics: box turns 1.5, September volume impact, October rebound, customer inventory, etc. Multiple exchanges. So Gate 1 likely YES. Gate 2: Improvement filter. Main positive development management highlights and analysts probe: Intermodal rail service improvement and volume growth? Primary engine? Is it company-created or external? Rail service improvement is largely external (railroads, BNSF) and market conditions. But also company's own actions? The development is "rail service has shown improvement" - external. Also volume growth? Demand for intermodal capacity, but driven by market? Management says customers have demand for capacity as speed improves. The engine is rail service improvement, which is external (railroads). Also equipment onboarding? But main positive is Intermodal service improvement. That is external. Also DCS growth? DCS added trucks, demand strong, but backlog moderation. Engine? Company's own sales? But also external demand. Need decide. The question asks identify main positive current development that management highlights and analysts probe. Analysts probe Intermodal mostly. The primary engine of Intermodal improvement is rail service (BNSF) - external. Also market demand. So Gate 2 NO. Thus answer NO. Need output exactly YES or NO.

NOQ2 2022 · 2022-07-19

We need to evaluate both gates based on the transcript. Gate 1: Is there a positive, current development that management presents as going well, and does the Q&A produce more concrete operating detail than the prepared remarks? The call highlights several positive developments: Dedicated Contract Services (DCS) growth, Final Mile improvement, Intermodal demand, J.B. Hunt 360 platform, etc. But we need to see if analysts probe and get more detail. Looking at the Q&A: - Todd Fowler asks about demand environment, but Shelley gives general commentary, no new specifics. - Ken Hoexter asks about rail service and pricing, but John Kuhlow gives generalities. - Allison Poliniak asks about J.B. Hunt 360 growth and ICS margins, but Brad Hicks gives generalities. - Ravi Shanker asks about insurance claim, that's a one-time item, not a positive development. - Scott Group asks about Intermodal and truckload pricing, and dedicated growth. Nick Hobbs gives some detail on dedicated: "I am looking at the entire book of '21 adds for us, and it's operating within 20 basis points of our base business" - that's a specific detail about performance, but is it new? The prepared remarks said "we've added nearly 2,200 trucks" and "demand remains strong" but didn't give performance relative to base. So that's a new specific. But is it a "positive, current development"? Yes, dedicated growth is going well. But does the Q&A produce more concrete operating detail? That one answer gives a specific. However, is that across multiple exchanges? The question about dedicated was one exchange. Other exchanges about dedicated? Not really. The rest of Q&A is about other topics. Let's check other positive developments: Intermodal demand is strong, but the Q&A about Intermodal (Ken Hoexter, Chris Wetherbee) mostly gets generalities about rail service and capacity. No new specifics. Final Mile: Nick Hobbs gives some detail in response to Jordan Alliger about demand and profitability, but again, that's one exchange. The key is: across MULTIPLE exchanges, management adds new specifics. I don't see that. The Q&A seems to be mostly generalities. For example, when asked about demand, Shelley says "we are having really good conversation" but no specifics.

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NO Personal bests piling up: management reports multiple company-history records in the same quarter Q2 2022 · archived research check

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

NOQ2 2022 · 2022-07-19

We need to determine if management itself reports multiple distinct company-history bests in the same recent period. The transcript mentions various achievements, but we need to check for explicit "record", "all-time high", "largest-ever", "first-ever" language from management. Scanning the transcript: - John Roberts: "we are pleased with our performance" but no explicit record. - John Kuhlow: "revenue growth of 32%, operating income growth of 46%, and GAAP earnings per share growth of 50%" - these are growth rates, not necessarily records. - Shelley Simpson: "we continue to have confidence in our position" - no record. - Nick Hobbs: "Demand for our professional outsourced private fleet solutions remained strong" - no record. "We've added nearly 2,200 trucks to our business in the last 12 months, which continues to stand out versus the competition." That's a comparison to competition, not company history. - Darren Field: "Demand for our capacity continues to be greater than our ability to serve that demand." No record. - Brad Hicks: "Volume growth of 14% in the quarter supports that view" - no record. Look for words like "record", "all-time", "highest", "largest", "first". The transcript does not contain any such explicit superlatives from management. They mention "strong", "solid", "unprecedented" maybe? Actually "unprecedented demand" is mentioned by Nick Hobbs: "This unprecedented demand and growth for our highly engineered Fleet Service" - that is a superlative but it's about demand, not necessarily a company record. Also "unprecedented" could be interpreted as never before, but it's not clearly a company-history best. Also "we are hitting new records inside 360" - that's from Shelley Simpson: "we do see trends inside the platform. But for us, because the market is so large, we are hitting new records inside 360." That is a record, but it's about the platform, and it's vague. Also "There are several records that happen in the second quarter." That is a direct statement of records. But is it multiple distinct? She says "several records" but doesn't specify what they are. Also earlier she said "we are hitting new records inside 360" - that could be one aspect. But we need at least two clearly different aspects. The transcript also mentions "we added nearly 2,200 trucks" - that's growth, not a record. Also "we sold slightly over 800 trucks" - not a record.

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NO Compounding evidence: management cites customer behavior, not just customer numbers, as proof the offering is winning Q2 2022 · archived research check

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

NOQ2 2022 · 2022-07-19

The question asks whether management grounds its case for the business in observed customer or counterparty behavior from the recent period, rather than only in the company's own results, effort, or plans. Let me look for specific behavioral evidence in the transcript: 1. Nick Hobbs on Dedicated: "as we watch our load count in the day, which is basically from the warehouse to the store, our volume is up and trending up. So, it's looking good from that standpoint. So, we're still seeing consumer demand strong, and that's -- we're closest to that." - This is observed behavior (load counts trending up), but it's about consumer demand, not really about customers choosing the offering. 2. Nick Hobbs on Dedicated growth: "Demand for our professional outsourced private fleet solutions remained strong as evidenced by our continued growth in our fleet during the quarter. Our backlog and pipeline also remained strong. After selling 600 trucks in Q1, we sold slightly over 800 trucks in the second quarter." - This is about fleet growth, which is the company's own results, not really observed customer behavior. 3. Nick Hobbs on Dedicated: "when I look back through our pipeline, it is still at an elevated level, a touch higher than it was this time last year. And so, I think our demand is there. And when I looked through the detail, and we reviewed it the other day, it's a lot of private fleet conversion." - This is pipeline, which is more forward-looking, not observed behavior. 4. Shelley Simpson on customer conversations: "We are having really good conversation with our customers... I think our customers are prepared to have a good second-half. I haven't had a lot of feedback on a significant downturn." - This is about conversations, not concrete behavior. 5. Darren Field on Intermodal: "Demand for our capacity continues to be greater than our ability to serve that demand." - This is a claim of demand exceeding supply, but not described with concrete behavior. 6. Brad Hicks on Truckload: "We continue to see evidence of our customers valuing our drop trailer network service offering. Volume growth of 14% in the quarter supports that view" - This is volume growth, which is the company's own result, not really observed customer behavior. 7. Nick Hobbs on Final Mile: "we picked up some new business there" - This is about new business wins, but not described concretely. 8.

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NO Someone else's clock has started running against them: the company is being paid to solve a problem that is already cost Q2 2022 · archived research check

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

NOQ2 2022 · 2022-07-19

We need to answer YES or NO based only on the transcript. The question asks: does management describe that its counterparties are already losing something real and ongoing for as long as they do not have what this company provides, and that this accumulating loss is already visible in how those parties are behaving toward the company today? Essentially, is there a "running meter" on the counterparty's side and counterparties are acting like the meter is running, generating meaningful business. Let's look at the transcript. Management discusses various segments. Key points: Demand for Intermodal capacity is greater than ability to serve. Customers want capacity. Rail service challenges. There's mention of "demand for our capacity continues to be greater than our ability to serve that demand" - that suggests customers want it, but is there a running meter? They talk about lost opportunities, but the losses are on the company's side? Actually, if demand exceeds supply, then customers are waiting for capacity, but is that causing them losses? The question is about counterparties losing something real and ongoing until they get the company's service. For example, customers who need Intermodal capacity to avoid more expensive trucking or to meet their own commitments. But does management describe that specifically? They mention "we are in active discussions with highest levels of our primary rail providers" - that's about rail service, not counterparties. They mention "customers are prepared to have a good second-half" - no mention of losses. For Dedicated, they say demand is strong, backlog strong, but do they describe customers losing money if they don't get the service? They talk about "professional outsourced private fleet solutions" - customers want to outsource to reduce costs, but is there a running meter? They say "our opportunity to provide and create efficiencies for our customers is greater this year than at any point over the last two" - that's about benefits, not necessarily losses. They mention "frictionless way we connect customers with capacity" - again benefit. Final Mile: they talk about demand, but no losses. Highway services: they talk about spot market shift, but that's about their own business. The key is whether management describes counterparties (customers, partners) currently accumulating losses because they lack J.B. Hunt's service.

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NO Second engine igniting off the first: an unplanned-for adjacent revenue stream has started paying, and management is now Q2 2022 · archived research check

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

NOQ2 2022 · 2022-07-19

We need to determine if management describes a second, distinct way of making money that emerged from existing operations, is already generating real paying business, and is being deliberately grown. Let's analyze the transcript. The company has multiple segments: Dedicated, Final Mile, Intermodal, ICS (Integrated Capacity Solutions), and Truckload. These are existing segments. The question is about a second avenue that grew out of the first, not just a separate segment. Look for any mention of a new revenue stream derived from existing capabilities. For example, J.B. Hunt 360 platform is mentioned. It is a digital freight platform. It was built to connect customers with capacity. It is used across the business. Is it being monetized as a separate stream? The transcript mentions that they are investing in technology, and the platform helps source capacity. But is it a distinct revenue stream? They talk about ICS using the platform. It seems like the platform is an enabler, not a separate revenue source. Another possibility: They mention "drop trailer network" in Truckload. That is a service offering. But it's part of the same business. They mention "Final Mile" and "Zenith" acquisition. That is an acquisition, not organic. They mention "Intermodal" and "rail" but that's core. They mention "Dedicated" and "private fleet conversions" - that's a service. The question asks: "a SECOND, DISTINCT WAY OF MAKING MONEY has recently emerged FROM the company's existing operations, assets, customers, or capabilities - an additional revenue avenue that grew out of what the company already does rather than a separate diversification - AND that this second avenue is ALREADY GENERATING REAL PAYING BUSINESS today while management is now deliberately putting effort or resources behind growing it?" Look for something like: We built this for ourselves, now we sell it to others. Or we have a byproduct we now monetize. In the transcript, there is no explicit mention of such a phenomenon. They talk about their various segments, but these are all part of their core business. They don't describe a new stream that emerged from existing operations. For example, they don't say "we developed a software and now we license it" or "we have excess capacity and we sell it as a service" etc. They do mention J.B. Hunt 360 as a platform that they use to connect customers with capacity.

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NO Staircase quarter: best recent period just reported, and the next step up is already in hand Q2 2022 · archived research check

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

NOQ2 2022 · 2022-07-19

We need to determine if management presents the just-reported period as one of the strongest stretches in recent history, and also says the next period will be bigger, with reasons already in hand. Let's analyze the transcript. Management's comments: John Roberts (CEO) says: "We are pleased with our performance in the second quarter despite challenges... The quarter did present evidence of a cyclical shift in market balance in certain areas of our business... That said, and most importantly, our results for the quarter continue to reveal the changes we have worked to implement to enhance our position in each segment..." He doesn't call it a record or strongest. He mentions challenges. John Kuhlow (CFO): "Overall, we are pleased with the strong results the team was able to deliver in the quarter, highlighted with revenue growth of 32%, operating income growth of 46%, and GAAP earnings per share growth of 50%." That's strong growth, but is it the strongest stretch? He doesn't say it's a record or high point. He mentions some one-time items. Shelley Simpson: talks about market conditions, but doesn't say it's the strongest. Nick Hobbs: Dedicated demand strong, but not necessarily record. Darren Field: Intermodal demand greater than ability to serve, but volumes up modestly. Brad Hicks: Highway services saw market shift, but not record. So management doesn't explicitly say the just-reported period was the strongest or a high-water mark. They say "strong results" but that's not necessarily "strongest stretch in recent history." They also mention challenges and cyclical shift. Now, do they say the next period will be bigger? They talk about improvements in rail service expected in second half, but that's hope. They mention new capacity on BNSF starting early next year, but that's next year, not the immediate next quarter. They talk about continued growth in dedicated, but not necessarily a step above. The question asks: "the PERIOD DIRECTLY AHEAD IS SET TO BE BIGGER STILL" with reasons already in hand. Management doesn't explicitly say the next quarter will be bigger than the just-reported one. They talk about improvements but not a step-up. Also, the first half: "the just-reported period as one of the STRONGEST STRETCHES OF BUSINESS THE COMPANY HAS HAD IN ITS RECENT HISTORY" - management doesn't say that. They say "strong results" but not the strongest.

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NO Earnings outrunning the activity: results are now improving disproportionately faster than the business is growing, and Q2 2022 · archived research check

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

NOQ2 2022 · 2022-07-19

We need to determine if management conveys that profitability, cash generation, or per-unit results are improving meaningfully faster than volume growth, and that this is a structural feature with more to come. Let's analyze the transcript. The call covers Q2 2022 results. Management discusses various segments. Key points: - Overall revenue growth 32%, operating income growth 46%, EPS growth 50%. So operating income grew faster than revenue, but that's not necessarily a disproportion in the sense of volume vs. profit. Revenue includes fuel surcharges and pass-throughs. But they mention revenue growth of 32% and operating income growth of 46% - that's a disproportion, but is it explained as structural? They mention casualty claims and workers comp benefit, which are one-time items. They say "we incurred a $30 million increase in casualty claims... and we recorded an $11.6 million workers compensation insurance benefit" - net impact $18.4 million. So that's a one-time item that affected results. They also mention strong results but not necessarily a structural explanation. - In Intermodal, they talk about demand exceeding capacity, volumes up, but they don't mention margins improving disproportionately. They talk about rail service challenges. - In Dedicated, they talk about growth in fleet, but not about profit per unit. - In Final Mile, they talk about revenue quality improvements, but not a disproportion. - In ICS, they talk about revenue growth 3% with volume down 3% and revenue per load up 5%. That's a per-unit improvement, but not necessarily a disproportion in profit. - In Truckload, volume up 14%, but no mention of profit. The question asks: Does management convey that profitability, cash generation, or per-unit results are now improving meaningfully faster than the underlying volume of business is growing, and does management explain this disproportion as a structural feature with more ahead? We need to find a specific instance where management points to a disproportion in the just-reported period and attributes it to a structural reason with room to run. Looking at the transcript, there is no explicit statement like "our margins expanded faster than volume because of our platform" etc. They mention "operating income growth of 46%" vs revenue growth 32%, but they also mention one-time items. They don't attribute that to a structural feature.

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NO Proven engine, fuel already in the tank: a working growth driver plus already-held means to multiply it Q2 2022 · archived research check

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

NOQ2 2022 · 2022-07-19

We need to determine if management describes both (1) a proven, already-producing growth engine that is still small relative to its room, and (2) the means to multiply it are already in the company's hands, all about the same part of the business, as one connected present-tense story. Let's analyze the transcript. The call covers multiple segments: Dedicated, Final Mile, Intermodal, Highway Services (ICS and Truckload). We need to find a segment where both conditions are met. First, look for a growth engine that is already producing and has room to grow. For example, Intermodal: they have demand exceeding ability to serve, they are adding containers, but rail service is a constraint. They have plans to grow to 150,000 containers from 110,000. But is it "proven and already-producing"? Yes, they have volumes. But is it "still small relative to its room"? They have a plan to grow, but the room is described as a long-term plan. However, the constraint is rail service, not that they have captured only a small part of an accessible opportunity. They say demand is greater than ability to serve, but that's due to rail velocity, not that they have only a small share. They are adding containers, but the growth is limited by rail service. The "room" is more about future capacity from rail improvements, not that they have already captured a small fraction of an accessible market. Also, the means to multiply: they have capital and equipment orders, but the scaling depends on rail service improvement, which is not entirely in their hands. So Intermodal might not fit. Dedicated: They have strong demand, added 2,200 trucks in last 12 months, sold 600 in Q1, 800 in Q2. They have a backlog and pipeline. Is it a proven growth engine? Yes, they are growing. But is it "still small relative to its room"? They don't explicitly say that they have captured only a small part of the opportunity. They say demand is strong, but they don't quantify the room. They talk about private fleet conversions, but no mention of how much of the market they have. So that might not be explicit. Final Mile: They are focusing on revenue quality, not necessarily growth. They have some softening in value furniture. Not a growth engine story. Highway Services: ICS and Truckload. They talk about J.B. Hunt 360 platform. They mention that they are making tweaks, but not a growth engine with room.

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NO The replacement wave is already arriving: a compelled, large-scale retirement of the installed world is feeding this com Q2 2022 · archived research check

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

NOQ2 2022 · 2022-07-19

We need answer YES/NO based on transcript. Need determine if management describes large installed stock reaching end of useful life at scale, replacement compelled, already started producing business, most ahead. Let's parse. Transcript topics: equipment availability, rail service, labor. They mention holding trades on roughly 4,000 tractors this year due to replacement needs and growth. Ageing fleet causing repairs. OEM challenges. But is this a "retirement wave" of installed base? They discuss their own fleet aging due to inability to get equipment, holding trades. Not necessarily customer/end-market stock. Also "we will be holding trades on roughly 4,000 tractors this year" means replacing old tractors? Actually "holding trades" maybe delaying trades? Need understand. They say "To support our replacement needs in the growth we've seen across our organization, we will be holding trades on roughly 4,000 tractors this year." Hmm "holding trades" could mean retaining old tractors longer? Let's examine. Nick: "the equipment market remains extremely challenging and we are having to manage intensely around the impact on our operations. To support our replacement needs in the growth we've seen across our organization, we will be holding trades on roughly 4,000 tractors this year. Additionally, inflationary cost pressures on tires, parts, maintenance technicians are meaningful. And the higher frequency of repairs as a result of an ageing fleet is also impacting the utilization of our tractor equipment." This suggests they are holding (keeping) old tractors longer because new equipment unavailable. That is their own fleet aging, not a wave of replacement producing business. They are not selling replacement to others. So likely NO. But question asks "LARGE INSTALLED STOCK of something the company's customers or end-markets depend on ... now reaching end of useful life ... replacement has already started producing real business for this company, while most of retiring stock still out there." Could be about "used truck values" and "spot rates" indicating cyclical shift? No. Could be about "private fleet conversions" in Dedicated: customers outsourcing private fleets. Is that replacing old stock? No, it's outsourcing. Could be about "Final Mile" demand channel? No. Could be about "Intermodal" containers? They are adding containers, not replacing old stock.

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NO The company's product is being consumed faster than customers planned, forcing early and larger reorders Q2 2022 · archived research check

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

NOQ2 2022 · 2022-07-19

We need to determine if the transcript describes a phenomenon where customers are consuming the product faster than planned, leading to earlier or larger reorders, and that this is still building. The transcript is about J.B. Hunt, a transportation and logistics company. They provide services like trucking, intermodal, etc. The "product" is transportation capacity. Customers (shippers) use this capacity to move goods. The question asks if management describes customers using up capacity faster than planned, leading to reorders/expansion, and that this is still building. Let's scan the transcript for relevant statements. Management discusses demand, volumes, and customer behavior. For example, in Dedicated segment, they add trucks to serve customers. But is there a description of customers consuming capacity faster than planned? Possibly in the context of intermodal or dedicated. However, the question is specific: consumption outrunning the customer's own plan, reorder behavior already visible, and still building. Look for phrases like "customers are using more than expected", "they are coming back for more", "demand is exceeding expectations", etc. In the transcript, Shelley Simpson says: "We are having really good conversation with our customers... there is continuing to be challenges in the supply chain that are creating uncertainty... inventory... but also bottlenecks... We do think that there will be a peak." That doesn't directly say customers are consuming faster than planned. Nick Hobbs on Dedicated: "our load count in the day, which is basically from the warehouse to the store, our volume is up and trending up. So, it's still seeing consumer demand strong." That suggests demand is strong, but not necessarily that customers are consuming faster than they planned. It's just strong demand. Darren Field on Intermodal: "Demand for our capacity continues to be greater than our ability to serve that demand." That indicates demand exceeds supply, but not necessarily that customers are consuming faster than their own plan. It could be that they have more demand than expected, but the question is about consumption outrunning the customer's plan, leading to reorders. In this context, the "product" is transportation service. Customers buy capacity (e.g., containers, truckloads). If they are using more than they planned, they would need to buy more.

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NO Operator fluency on fresh ground: management answers probing questions about a new driver with unhesitating operational Q2 2022 · archived research check

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

NOQ2 2022 · 2022-07-19

We need to determine if the transcript shows the dynamic described. The question asks about a "recently emerged positive element of the business" whose meaningful contribution began only within roughly the last few quarters. Analysts probe it, and management responds with unhesitating, granular operational command, answering follow-ups with specific present-tense working detail, while conveying that the element's contribution is still early. We need to identify if such an element exists in the call. The call covers Q2 2022. Possible candidates: Dedicated truck sales? But that's been growing for a while. Final Mile? They mention revenue quality improvements. Zenith acquisition? That's recent. But the question asks about a "recently emerged positive element" that analysts probe. Let's look at the Q&A. Analysts ask about various things: Intermodal rail service, pricing, dedicated growth, ICS margins, insurance charge, AB5, fuel, Final Mile, etc. One notable element: The "J.B. Hunt 360" platform? That's been around. The "drop trailer network" in Truckload? That's mentioned as a growth area. But is it recently emerged? Brad Hicks says "we continue to see evidence of our customers valuing our drop trailer network service offering. Volume growth of 14% in the quarter supports that view." That might be a recent positive element. But do analysts probe it? Not directly. Another: The "Zenith Freight Lines" acquisition? Nick mentions it contributed $28 million revenue in the quarter. But no analyst asks about it specifically. Another: The "professional outsourced private fleet solutions" in Dedicated? That's been growing for a while. The question specifically says "when analysts probe a recently emerged positive element" - we need to see if there is an exchange where analysts ask about something that is new and management gives granular operational detail. Looking at the Q&A: Todd Fowler asks about demand environment and pricing. Shelley gives general commentary. Not specific. Ken Hoexter asks about rail service and pricing. Darren gives some detail but not necessarily about a new element. Allison Poliniak asks about J.B. Hunt 360 growth and ICS gross margin. Brad Hicks answers about 360 investments, but that's not new. Ravi Shanker asks about insurance claim - that's financial. Scott Group asks about Intermodal and truckload pricing, and dedicated growth.

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NO Escape velocity out of a small base: management describes the business compounding at a rate its own size cannot absorb Q2 2022 · archived research check

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

NOQ2 2022 · 2022-07-19

We need to determine if management describes the company as being at a point where the rate of accumulation is the dominant fact, with multiples and repeated doublings, and treats the company as still small. Let's analyze the transcript. Key points: The call discusses various segments. Management talks about growth in dedicated, intermodal, etc. But do they frame current activity as multiples of recent past? They mention "we've added nearly 2,200 trucks to our business in the last 12 months" - that's a number, not a multiple. They talk about "volume growth of 14%" in truckload, "up 4%, 9%, 10%" in intermodal months. These are incremental percentages, not multiples. They mention "we took delivery of an additional 1,300 containers" - again, not a multiple. They talk about "we sold slightly over 800 trucks" in Q2. No repeated doubling language. They do mention "we remain in a leadership position" and "strong results" but not multiples. They talk about "unprecedented demand" but not as multiples. They mention "we've added nearly 2,200 trucks" - that's a number, not a multiple. They don't say "doubled" or "tripled" or "several times". They talk about "we continue to see strong demand" but not as multiples. Also, do they treat the company as still small? They talk about "we remain optimistic" and "we have a long view" but not that they are small relative to what's happening. They mention "we are having to manage intensely around the impact" but not that they are undersized. They talk about "we will be holding trades on roughly 4,000 tractors" - that's not about being small. The question asks: "does management convey, in its own words, that the company keeps having to describe itself in terms of MULTIPLES OR REPEATED DOUBLINGS of its own recent past" - I don't see that. They use percentages and absolute numbers, not multiples. They don't say "our volumes are double what they were" or "we've grown several times over". They talk about "we've added nearly 2,200 trucks" - that's a number, not a multiple. They don't say "we've tripled our fleet" etc. Also, they don't treat the company as small. They talk about "we remain in a leadership position" and "from a position of strength". They don't say "we are still small" or "we have captured only a fraction". They talk about "we have a lot of opportunity" but not that they are undersized relative to activity.

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NO Cash cost of the wait: management is funding a defined waiting period whose end is already scheduled Q2 2022 · archived research check

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

NOQ2 2022 · 2022-07-19

We need to determine if the transcript describes a defined waiting period the company is currently paying for out of its own pocket, with a specific near-dated event at the end, and that this is the main current work. Key elements: - Company paying now for something not yet earning. - Management speaks as though the wait is the main current work. - Far side is a specific, near-dated, already-visible event. Look for such a situation in the transcript. Possible candidates: - Intermodal rail service issues? But that's not a self-funded waiting period; it's an external problem. - Dedicated fleet growth? They are adding trucks, but that's ongoing growth, not a defined waiting period. - Final Mile? No. - J.B. Hunt 360? No. - The mention of "new capacity becomes available to us on BNSF" starting early next year. That is a specific event. But is the company paying now for something not yet earning? They are adding containers, but they are already using them. They are investing in capacity, but that's normal growth. - The transcript mentions "we will be holding trades on roughly 4,000 tractors this year" - that's normal replacement. - The $30 million casualty claims and workers comp benefit - not a waiting period. Look for a situation where management says they are incurring costs now for a future benefit that hasn't arrived yet, and that the end is near and visible. One thing: In the opening remarks, John Roberts says "we have made no alterations to our plans for the year in our equipment and capital expenditure allocations." That's about capital spending. Another: Shelley Simpson mentions "we will have added a thousand more containers -- thousands of more containers that will be onboarded and ready to start moving in January" - that's about future capacity. But are they paying for those containers now? They are ordering them, but that's capital expenditure, not an ongoing cost. The question asks: "does management describe the company as CURRENTLY LIVING THROUGH A DEFINED WAITING PERIOD IT IS PAYING FOR OUT OF ITS OWN POCKET" - meaning they are bearing costs now for something that hasn't started earning yet, and the end is near. Look for something like: "We are paying for X now, and it will start generating revenue in Y months." In the transcript, there is mention of the Intermodal segment: they are adding containers, but they are already using them.

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NO Sunk cost, unsold output: the productive capacity already exists and is only partly claimed Q2 2022 · archived research check

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

NOQ2 2022 · 2022-07-19

We need answer YES/NO. Need determine if management describes productive capability currently larger than what business is using, already exists, filling it is live task. Need parse transcript. We need be careful. The question asks: "does management convey that the company already possesses, owns, controls, or has paid for the means to serve, produce, or deliver materially MORE than it is presently serving, producing, or delivering, and that filling the unused portion is what management is now working on?" Examples: capacity headroom. In transcript, management discusses Intermodal demand greater than ability to serve due to rail service, equipment constraints. They are adding containers, but not already existing unused capacity? They mention "When rail velocity does improve, we fully expect to improve available capacity but also demand for that available capacity as service levels improves. As inefficiencies are removed from the network..." That is about network velocity, not existing idle capacity. They have containers but constrained by rail service. They are taking delivery of containers, investing. Not "already bought machine and looking for work." They have demand exceeding ability. So NO. But maybe J.B. Hunt 360 platform: "largest multimodal digital freight platform" already built, can carry more volume? They mention "Enhanced visibility, powered by the largest multimodal digital freight platform, J.B. Hunt 360, remains a tremendous opportunity for customers to effectively source their capacity needs." But do they say it's underutilized and filling it is live task? They say "we continue to invest in 360 to expand its capabilities" and "foundation is behind us." But not explicitly "already exists and paid for, filling gap is main opportunity." They mention "tremendous opportunity to eliminate waste in the system." But not specific underutilized capability. Also "we have a great opportunity to cube more for our customers, filling out trailers and containers" in future if 2023 softer. That's about utilization of trailers/containers? Actually "cube more" means fill trailers/containers more efficiently, not necessarily existing idle capacity. They say "we will have added a thousand more containers -- thousands of more containers that will be onboarded and ready to start moving in January" - future capacity being added, not already in place.

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NO Fresh evidence outrunning the reported numbers Q2 2022 · archived research check

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

NOQ2 2022 · 2022-07-19

We need to determine if management's case for the future is grounded in operating facts that are fresh, early, and already real, with most effect still ahead. Let's analyze the transcript. Key points: Management discusses various segments. They mention strong demand in Dedicated, with fleet growth, selling trucks, adding 2,200 trucks in last 12 months. They mention Final Mile improvements, revenue quality. They mention Intermodal demand exceeding capacity, but rail service issues. They mention taking delivery of containers, expecting more. They mention J.B. Hunt 360 platform, new foundational principles. They mention adjustments in ICS spot business. But are these developments "fresh and early" with most effect still ahead? For example, Dedicated growth: they added 2,200 trucks in last 12 months, but that's over a year, not necessarily fresh. They say "unprecedented demand" and "backlog and pipeline also remained strong." But they don't explicitly say that the reported results capture only a small share of what these developments will contribute. They talk about ongoing growth. Intermodal: they mention taking delivery of 1,300 containers in Q2, expect more in second half. But they also say rail service deteriorated, and they are working on it. They say "we remain optimistic that rail performance and velocity will improve" but that's a hope, not a concrete development already producing. The question asks: Does management repeatedly ground its case for the company's future in operating facts that are both fresh and early? That means developments that began recently, are already real, and are described as only the beginning. Look for specific statements: "We took delivery of an additional 1,300 containers in the quarter and expect to take delivery of more in the second-half of the year" - that's a fact, but is it described as only the beginning? They say "as we continue to invest in capacity to meet the needs of our customers" but not that the effect is mostly ahead. Shelley says: "we will have added a thousand more containers -- thousands of more containers that will be onboarded and ready to start moving in January" - that's future, not yet real. Nick says: "we added nearly 2,200 trucks to our business in the last 12 months" - that's over a year, not fresh. They mention "we launched new foundational principles" - that's not an operating fact.

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NO Reality beat their plan and they're leaning in: recent realized upside surprise, response underway, drivers still live Q2 2022 · archived research check

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

NOQ2 2022 · 2022-07-19

We need to determine if management recounts a real favorable surprise that exceeded their own expectations, with a visible response already underway, and the cause still in effect. Let's scan the transcript for any such narrative. Key points: - John Roberts mentions "we are pleased with our performance in the second quarter despite challenges" but no explicit "better than expected" for a specific operational event. - Shelley Simpson talks about market conditions, but no specific surprise. - Nick Hobbs on Dedicated: "Demand for our professional outsourced private fleet solutions remained strong as evidenced by our continued growth in our fleet during the quarter. Our backlog and pipeline also remained strong." He says "we added nearly 2,200 trucks to our business in the last 12 months, which continues to stand out versus the competition." But does he say it exceeded expectations? He says "unprecedented demand" but not that it beat their own plan. He mentions "we talked last quarter about seeing solid momentum in the business, and that remains the case today" - no surprise. - Darren Field on Intermodal: "Demand for our capacity continues to be greater than our ability to serve that demand." But he says "we saw performance deteriorate throughout the second quarter" - that's a negative surprise, not favorable. - Brad Hicks on ICS: "We did see a market shift in the quarter, specifically related to spot opportunities" - but that's a shift, not necessarily favorable. He says "we made a call earlier this year to focus on the public side of our business, which we believe was the right strategic move." No surprise. - John Kuhlow on casualty claims: that's a negative surprise. Look for phrases like "ahead of expectations", "better than we thought", "exceeded our plan", etc. I don't see any. The only "better than expected" might be in the context of financial results vs guidance, but that's not mentioned. They say "we are pleased with our performance" but no explicit comparison to their own expectations. Also, the question asks for a coherent story with all three parts. There is no such story. The closest might be the growth in Dedicated, but they don't say it exceeded their expectations; they just say it's strong. And they are responding by adding trucks, but the cause (demand) is still running. However, the surprise part is missing. Thus, answer NO.

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NO Betting the balance sheet on one live opportunity: management is deploying an unusual share of the company's own resourc Q2 2022 · archived research check

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

NOQ2 2022 · 2022-07-19

We need to determine if the transcript conveys a coherent posture where management is pouring an unusually large share of its own resources into one opportunity that is already showing results, and accepting a less comfortable near-term position. Let's analyze the transcript. The company discusses various segments: Intermodal, Dedicated, Final Mile, Highway Services (ICS and Truckload). There is mention of capital expenditures of $1.5 billion for the year, which is a large number but is it disproportionate? They say they are committed to that target for replacement and growth. They mention challenges in obtaining equipment. They also mention buying back shares. There is no explicit statement that they are pouring an outsized share of resources into one opportunity. The Intermodal segment is discussed: they are investing in containers, expecting to take delivery of more. They have a plan to expand capacity to 150,000 containers over 3-5 years. They are adding containers. But is this disproportionate? They say they are committed to the path with Intermodal, but they also have other segments. They mention that they have made no changes to plans for equipment and capital expenditure allocations. They acknowledge rail service challenges but remain committed. The question asks: "On this call, does management convey that the company is CURRENTLY POURING AN UNUSUALLY LARGE SHARE OF ITS OWN AVAILABLE RESOURCES — its cash, borrowing capacity, capital budget, production capacity, or the bulk of its people's time — INTO ONE OPPORTUNITY THAT IS ALREADY SHOWING REAL RESULTS, and that management is willing to accept a visibly less comfortable near-term position in order to keep doing so?" We need to see if all three conditions are met: (1) deployment disproportionate to means, (2) target already producing, (3) management accepts less comfortable near-term position. Looking at the transcript, there is no explicit statement that they are pouring an unusually large share into one opportunity. They discuss multiple segments and balanced investments. They mention capital expenditures of $1.5 billion, but that is for the whole company, not one opportunity. They also mention buying back shares. They don't say they are diverting resources from other areas to focus on one thing. They talk about challenges in equipment availability, but that is across the board.

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NO Front, middle, and back of the business all improving at once, in management's own present-tense telling Q2 2022 · archived research check

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

NOQ2 2022 · 2022-07-19

We need to determine if management's own account describes real, already-occurring improvement in all three zones: front (new business coming in), middle (work being delivered), and back (business staying/committed). The improvements must be concrete, current, and attributed to the company itself, not just hopes or external factors. Let's analyze the transcript for each zone. **FRONT (new business arriving):** - Dedicated: "Demand for our professional outsourced private fleet solutions remained strong as evidenced by our continued growth in our fleet during the quarter. Our backlog and pipeline also remained strong. After selling 600 trucks in Q1, we sold slightly over 800 trucks in the second quarter. We talked last quarter about seeing solid momentum in the business, and that remains the case today as we continue to onboard new business. We've added nearly 2,200 trucks to our business in the last 12 months, which continues to stand out versus the competition." This is concrete: they added trucks, sold trucks, and have a strong backlog. This is new business coming in. - Intermodal: "Demand for our capacity continues to be greater than our ability to serve that demand." But they also mention volumes up 4%, 9%, 10% in April, May, June. That's more about volume (middle) but also demand. However, they also say "We took delivery of an additional 1,300 containers in the quarter and expect to take delivery of more in the second-half of the year as we continue to invest in capacity to meet the needs of our customers." That's capacity, not necessarily new business. But they say demand is greater than ability to serve, so that implies new business is coming in. - Final Mile: "We continue to see strong demand for our service with new customer opportunities in the pipeline." That's pipeline, not concrete. But they also mention "Our recent acquisition, Zenith Freight Lines is performing well and is presenting good opportunities for future growth." That's more about acquisition. - Highway Services (ICS and Truckload): ICS volumes down 3%, but contractual truckload up upper teens, spot down. So new business? They say "our contractual truckload business increased in upper teens percent year-over-year" - that's new business coming in under contract. Also, they adjusted dials and saw improvement in spot rate and freight trends as the quarter progressed.

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Showing the latest 18 of 227 archived research questions.

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

Past calls

JBHT call history

Open a quarter only when you want its detailed evidence.

C Q4 2025 · Caution · 2026-01-15Management held guidance steady against mixed demand signals and expanding margins. The delivery was unusually candid, rich in specifics.
Guidance: maintainedDemand: mixedMargins: expandingPricing: under pressureCapex: increasing⚑ Critic ammunition✓ Skeptic reassured⚑ Question left hanging✓ Guidance underwritable✓ Resolves doubtsDirection beats results
Candor 7/9
Specificity 7/9
Evasion 5/9
Confidence 6/9
Uncertainty 6/9
Promotion 5/9
Stress 3/9
Complexity 5/9
View the 20 core call-quality checks
YES Would a skeptical short-seller find this call reassuring?
YES Would a careful investor underwrite management's guidance?
YES Is management's confidence proportionate to the evidence presented?
YES Does the call resolve more doubts than it creates?
YES Is there something a critic could fairly use against the company?
NO Is a claimed advantage dependent on scale they lack?
YES Does an obvious question remain unanswered?
NO Is a product early in its life but growing very fast?
NO Do they serve a small fraction of their addressable customers?
NO Is volume about to step up rather than grow gradually?
NO Are high fixed costs currently underutilised?
NO Is pricing recovering from a depressed level?
YES Do current results look bad while the direction looks better?
NO Are deferred revenue or customer prepayments growing?
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?
C+ Q3 2025 · Mixed call · 2025-10-16Management held guidance steady against slowing demand and expanding margins. The delivery was unusually candid, rich in specifics.
Guidance: maintainedDemand: slowingMargins: expandingPricing: under pressureCapex: flat⚑ Critic ammunition✓ Skeptic reassured⚑ Question left hanging✓ Guidance underwritable✓ Resolves doubtsDirection beats results
Candor 7/9
Specificity 8/9
Evasion 2/9
Confidence 7/9
Uncertainty 4/9
Promotion 4/9
Stress 3/9
Complexity 5/9
View the 20 core call-quality checks
YES Would a skeptical short-seller find this call reassuring?
YES Would a careful investor underwrite management's guidance?
YES Is management's confidence proportionate to the evidence presented?
YES Does the call resolve more doubts than it creates?
YES Is there something a critic could fairly use against the company?
NO Is a claimed advantage dependent on scale they lack?
YES 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?
YES Are high fixed costs currently underutilised?
NO Is pricing recovering from a depressed level?
YES Do current results look bad while the direction looks better?
NO Are deferred revenue or customer prepayments growing?
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?
C+ Q2 2025 · Mixed call · 2025-07-15Management held guidance steady against mixed demand signals and contracting margins. The delivery was unusually candid, rich in specifics.
Guidance: maintainedDemand: mixedMargins: contractingPricing: raisingHeadcount: cuttingCapex: decreasing⚑ Critic ammunition✓ Skeptic reassured✓ Guidance underwritable✓ Resolves doubtsDirection beats results
Candor 7/9
Specificity 7/9
Evasion 3/9
Confidence 7/9
Uncertainty 5/9
Promotion 4/9
Stress 2/9
Complexity 5/9
View the 20 core call-quality checks
YES Would a skeptical short-seller find this call reassuring?
YES Would a careful investor underwrite management's guidance?
YES Is management's confidence proportionate to the evidence presented?
YES Does the call resolve more doubts than it creates?
YES Is there something a critic could fairly use against the company?
NO Is a claimed advantage dependent on scale they lack?
NO Does an obvious question remain unanswered?
NO Is a product early in its life but growing very fast?
YES Do they serve a small fraction of their addressable customers?
NO Is volume about to step up rather than grow gradually?
YES Are high fixed costs currently underutilised?
YES Is pricing recovering from a depressed level?
YES Do current results look bad while the direction looks better?
NO Are deferred revenue or customer prepayments growing?
NO Is consolidation happening among their peers?
NO Is a founder still running the company?
NO Does the final speaker sound like they are summarizing a finished story?
NO Is a fast-growing segment obscured by a declining one?
NO Does the CFO speak more than the CEO?
NO Does the call read rehearsed rather than lived?
F Q1 2025 · Very weak call · 2025-04-15Management lowered guidance against mixed demand signals and contracting margins. The delivery was unusually candid, visibly under pressure.
Guidance: loweredDemand: mixedMargins: contractingPricing: under pressureHeadcount: flatCapex: decreasing⚑ Critic ammunition⚑ Question left hanging
Candor 7/9
Specificity 6/9
Evasion 5/9
Confidence 6/9
Uncertainty 7/9
Promotion 4/9
Stress 6/9
Complexity 4/9
View the 20 core call-quality checks
NO Would a skeptical short-seller find this call reassuring?
NO Would a careful investor underwrite management's guidance?
YES Is management's confidence proportionate to the evidence presented?
NO 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?
YES 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?
YES Are high fixed costs currently underutilised?
NO Is pricing recovering from a depressed level?
NO Do current results look bad while the direction looks better?
NO Are deferred revenue or customer prepayments growing?
NO Is consolidation happening among their peers?
NO Is a founder still running the company?
NO Does the final speaker sound like they are summarizing a finished story?
NO Is a fast-growing segment obscured by a declining one?
NO Does the CFO speak more than the CEO?
NO Does the call read rehearsed rather than lived?
F Q4 2024 · Very weak call · 2025-01-16Management held guidance steady against steady demand and contracting margins. The delivery was frequently evasive.
Guidance: maintainedDemand: stableMargins: contractingPricing: under pressureHeadcount: cuttingCapex: increasing⚑ Critic ammunition⚑ Question left hanging✓ Guidance underwritable⚑ Reads rehearsedDirection beats results
Candor 6/9
Specificity 6/9
Evasion 7/9
Confidence 6/9
Uncertainty 5/9
Promotion 5/9
Stress 5/9
Complexity 4/9
View the 20 core call-quality checks
NO 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?
NO 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?
YES 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?
YES Are high fixed costs currently underutilised?
YES Is pricing recovering from a depressed level?
YES Do current results look bad while the direction looks better?
NO Are deferred revenue or customer prepayments growing?
NO Is consolidation happening among their peers?
NO Is a founder still running the company?
NO Does the final speaker sound like they are summarizing a finished story?
NO Is a fast-growing segment obscured by a declining one?
NO Does the CFO speak more than the CEO?
YES Does the call read rehearsed rather than lived?
D Q3 2024 · Weak call · 2024-10-15Management held guidance steady against steady demand and contracting margins. The delivery was unusually candid, rich in specifics.
Guidance: maintainedDemand: stableMargins: contractingPricing: under pressureCapex: decreasing⚑ Critic ammunition⚑ Question left hanging✓ Guidance underwritableDirection beats results
Candor 7/9
Specificity 7/9
Evasion 3/9
Confidence 6/9
Uncertainty 5/9
Promotion 4/9
Stress 4/9
Complexity 5/9
View the 20 core call-quality checks
NO 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?
NO 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?
YES 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?
YES Are high fixed costs currently underutilised?
NO Is pricing recovering from a depressed level?
YES Do current results look bad while the direction looks better?
NO Are deferred revenue or customer prepayments growing?
NO Is consolidation happening among their peers?
NO Is a founder still running the company?
NO Does the final speaker sound like they are summarizing a finished story?
NO Is a fast-growing segment obscured by a declining one?
NO Does the CFO speak more than the CEO?
NO Does the call read rehearsed rather than lived?
F Q2 2024 · Very weak call · 2024-07-16Management lowered guidance against mixed demand signals and contracting margins. The delivery was unusually candid, rich in specifics.
Guidance: loweredDemand: mixedMargins: contractingPricing: under pressureHeadcount: flatCapex: decreasing⚑ Critic ammunition⚑ Question left hanging✓ Guidance underwritableDirection beats results
Candor 7/9
Specificity 7/9
Evasion 4/9
Confidence 5/9
Uncertainty 6/9
Promotion 4/9
Stress 5/9
Complexity 4/9
View the 20 core call-quality checks
NO 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?
NO 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?
YES 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?
YES Are high fixed costs currently underutilised?
NO Is pricing recovering from a depressed level?
YES Do current results look bad while the direction looks better?
NO Are deferred revenue or customer prepayments growing?
NO Is consolidation happening among their peers?
NO Is a founder still running the company?
NO Does the final speaker sound like they are summarizing a finished story?
NO Is a fast-growing segment obscured by a declining one?
NO Does the CFO speak more than the CEO?
NO Does the call read rehearsed rather than lived?
View 23 earlier calls
CallDateGradeGuidanceDemandMarginsCandorEvasion
Q1 2024 2024-04-16 D maintainedmixedcontracting 8/9 5/9
Q4 2023 2024-01-18 F nonemixedcontracting 7/9 6/9
Q3 2023 2023-10-17 D maintainedmixedcontracting 7/9 4/9
Q2 2023 2023-07-18 F loweredslowingcontracting 7/9 5/9
Q1 2023 2023-04-17 F loweredslowingcontracting 8/9 5/9
Q4 2022 2023-01-18 D noneslowingcontracting 7/9 5/9
Q3 2022 2022-10-18 D maintainedslowingstable 7/9 4/9
Q2 2022 2022-07-19 C maintainedmixedexpanding 7/9 3/9
Q1 2022 2022-04-18 C maintainedmixedcontracting 7/9 3/9
Q4 2021 2022-01-18 F maintainedacceleratingcontracting 6/9 6/9
Q3 2021 2021-10-15 D loweredmixedcontracting 7/9 4/9
Q2 2021 2021-07-20 C+ maintainedacceleratingstable 7/9 3/9
Q1 2021 2021-04-15 B raisedacceleratingexpanding 8/9 4/9
Q4 2020 2021-01-19 D maintainedacceleratingcontracting 7/9 4/9
Q3 2020 2020-10-16 C maintainedacceleratingcontracting 7/9 3/9
Q2 2020 2020-07-17 D maintainedmixedunclear 7/9 5/9
Q1 2020 2020-04-14 C loweredslowingcontracting 8/9 3/9
Q4 2019 2020-01-17 F nonemixedcontracting 7/9 5/9
Q3 2019 2019-10-15 C maintainedmixedcontracting 7/9 4/9
Q2 2019 2019-07-15 C maintainedmixedcontracting 7/9 2/9
Q1 2019 2019-04-15 D maintainedslowingcontracting 7/9 2/9
Q4 2018 2019-01-17 D nonemixedcontracting 7/9 5/9
Q3 2018 2018-10-16 D maintainedmixedstable 6/9 6/9
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Calix, Inc.
CME
CME Group Inc.
INTC
Intel Corporation

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