The analysis of the transcript shows: Gate 1: The positive current development is the strong volume growth in the Permian Basin and Rockies, with management highlighting increased producer activity, well connections, and NGL volumes. In the Q&A, analysts probe about Permian volumes, Rockies activity, and Elk Creek expansion. Management provides additional details: Permian volumes up 17% YoY, connected a new third-party plant, Rockies volumes recently reached 1.5 Bcf/d, well connections up 60% YoY, and they're taking steps on Elk Creek expansion. These are additive specifics beyond the prepared remarks. Gate 2: The primary engine of this growth is producer activity in the basins. Management notes "producer activity continues to drive new volume" and "recent conversations with customers point to additional activity." The growth is driven by external factors - producer drilling decisions, rig counts, and commodity prices. Management conditions outlook on "producer activity" and "rigs entering the region." This is an external environment driver, not something ONEOK created or controls. Since Gate 2 fails (the development is chiefly driven by external producer activity, not company-created momentum), the answer is NO.
ONEOK, 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.
This is the current report. Unlock its call read, expected move size, and all 500 answers.
- Are the CEO's prepared remarks longer than the CFO's, judged by speaker turns on the transcript page?
- Does any question mention a specific percentage or dollar figure?
- Does an analyst ask a question starting with "just"?
- Does an executive state a specific numeric percentage when answering a question?
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.
All 500 AI checks
Q1 2026 · 500 checks
Every answer is below. Open any check to see what its YES or NO means.
YES Does an executive answer a question by describing a process rather than an outcome?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Is there a question the executive answers with a question back to the analyst?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone compare the company to an unnamed "competitor" or "peer" rather than naming it?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone use "historically" or "traditionally" while defending a current practice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Is a departure, transition, or role change mentioned only in passing without a thank-you or tribute?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone reference a private conversation ("as I told...", "as we discussed offline")?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the transcript contain the phrase "next question" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does an analyst ask a question spanning more than five sentences?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any analyst ask a question containing multiple sub-questions (three or more)?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the CEO answer a question personally after another executive initially responds?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker use the phrase "if you look at" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any analyst preface a question by summarizing the company's stated results?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any speaker use the word "obviously" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone say "guidance" in the same sentence as a specific number?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any analyst say "congrats" or "congratulations" to management?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is the word "scale" or "scaling" used as a verb?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst ask a question beginning with a number ("two questions", "three quick ones")?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst say "thank you" before asking their question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst name two or more executives when asking their question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "outperform," "outperformance," or "beat" appear?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does anyone say "the environment" when describing market conditions?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any executive use the word "momentum" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive begin an answer with "Great question," "Thanks," or "Appreciate"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the CFO use the phrase "adjusted" or "non-GAAP" at least three times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any speaker say "thank you" more than three times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any speaker say "with that" as a transition phrase?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone use the phrase "on a comparable basis" or "adjusted for"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any speaker say "moving to" or "turning to" when changing topics?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any speaker say "over to you" or "I'll turn it over"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any speaker say "operator" aloud during the call?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does anyone repeat the same stock phrase three or more times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does anyone use the phrase "as you know" to introduce a claim?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any speaker apologize without attaching a fix to the apology?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the call end without any closing statement from the CEO?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Is there a request to move the call along or to the last question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive answer a question with another question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does an executive mention the weather?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does anyone describe a negotiation currently in progress?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does an executive describe a competitor with anything resembling respect?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the operator announce more than ten questioners in the Q&A?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone use the phrase "kind of" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any question include the word "color"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the CEO deliver the opening remarks rather than the CFO or IR head?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone say "if I may" or "if you don't mind"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any executive's first sentence include the word "revenue"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst use the word "clarification" or "clarify" in a question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any question contain the phrase "color on" or "some color"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the operator use the phrase "our final question" before closing?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone say "let me" at least three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "aggressive" or "aggressively" appear at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst ask a question referencing "the puts and takes"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone use the phrase "to be clear"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst's question include a compliment followed by "but"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CFO use the word "sequential" or "sequentially" at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker say "with that" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone say "for the benefit of" or "just to remind" when restating context?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone use the phrase "early days"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "journey" appear?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the speaker describe a strategy as "disciplined" without describing any trade-off?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Is there an apology offered to a specific analyst by name?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone use the phrase "to be honest" or "frankly"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone promise to "follow up" or "take that offline" and fail to commit to when?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone on the call interrupt a colleague mid-sentence?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does someone use a personal anecdote rather than a metric to justify confidence?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "question" appear in the operator's speech more than three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "growth" appear at least ten times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone use the phrase "a couple of"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does an analyst ask about capital allocation or buybacks?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does management use the word "strong" at least three times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does an executive use the phrase "we're seeing" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "opportunity" appear at least three times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does management use the word "confident" or "confidence" at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the phrase "record" appear at least twice in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "team" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management promise to follow up or take a question offline?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker say "we're excited about" or "we're pleased with"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Do two or more analysts from the same firm ask questions?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone use the phrase "moving forward" or "go forward"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management mention a specific number of stores, locations, or markets?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone use the word "folks"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone say "thank you" more than five times in total?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does an executive use the phrase "we believe"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the operator use the phrase "next question" at least three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst mention a specific percentage figure in their question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "quarter" appear in at least ten questions or answers during the Q&A?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does at least one analyst ask a question about margins or costs?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CEO answer the majority of analyst questions personally?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst ask a question phrased as "Can you talk about" or "Can you speak to"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CFO speak during the Q&A portion at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any question reference a specific quarter (e.g., "fourth quarter") by name?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the operator interrupt the Q&A to announce time is limited or that this will be the last question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst ask a question beginning with "just" (e.g., "just curious")?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst ask about a specific dollar amount or number stated in the prepared remarks?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any question begin with the words "can you" or "could you"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any executive use the phrase "if you look at" during the Q&A?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the CFO answer at least one question without the CEO speaking first?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any analyst ask a question containing an explicit comparison to a competitor company?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the phrase "moving on" or "next question" come from the operator?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does an analyst ask about capital allocation (capex, buybacks, M&A, or dividends) in one question?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the phrase "color" appear (e.g., "add some color") in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "guidance" appear at least five times in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any question contain the word "why"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker say "I think" at least three times within a single answer?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any executive begin an answer by restating the analyst's name?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any executive's answer exceed 300 words in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CEO answer the first analyst question personally?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "obviously" appear in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the transcript contain the word "margin" more than ten times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive begin an answer with "So" as the first word?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the phrase "if I may" or "if I could" appear?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any executive say "let me" at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any question contain the word "specifically"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management use the word "momentum" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does management mention "margin" or "margins" in prepared remarks?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Is the word "definitely" used by any speaker?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "seasonality" appear?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does anyone use the word "robust" to describe demand, growth, or the pipeline?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does anyone use the word "leverage" as a verb at least once?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any executive use the word "team" when referring to employees?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any executive say "that said" or "having said that" to introduce a caveat?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst's question include the phrase "going forward"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive say "great question" at any point?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone say "we remain confident" or "we are confident"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any executive say "thank you" immediately after finishing an answer?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does an executive cite a specific dollar figure greater than one billion?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any analyst's question contain the word "curious"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does an analyst reference a specific prior quarter by name (e.g., "last quarter")?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any speaker say "obviously" two or more times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst ask a follow-up in the same turn after their first answer?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst ask about a specific geographic region or market?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst ask a question that includes the phrase "long term" or "long-term"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "margin" or "margins" appear at least five times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "opportunity" or "opportunities" appear at least three times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does an executive say "we'll come back to that" or defer an answer to a follow-up?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone say "thank you" three or more times in the Q&A section?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the CFO use the phrase "free cash flow" at least once?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any executive use the word "momentum"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the CEO mention at least one specific customer segment by name (e.g., "enterprise")?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the phrase "take your question" or "take the question" appear?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst introduce themselves by name before asking their first question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone say "including" at least three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management reference "the macro environment" or "macroeconomic" at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any executive reference "our team" or "the team" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the operator announce more than one analyst from the same firm?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any prepared remark mention "headwinds" or "tailwinds"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any speaker say "with that, I'll turn it over"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CFO use the phrase "capital allocation"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive decline to answer, citing that something will come later or is not disclosed?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst ask a two-part question containing the word "but"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone ask a follow-up question in the same turn after their first question is answered?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone answer "yes" or "no" as the first word of a response?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone say "thank you" at least ten times in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive use the phrase "if you look at" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst begin their question with "Hi" or "Hello" as a greeting?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone say "we are excited about" without naming a number?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst reference a peer company's results or valuation?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker use the phrase "just to clarify" or "just to be clear"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management use the word "headwind" or "headwinds"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any speaker use the word "tailwind" or "tailwinds"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any speaker use the word "momentum"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the word "investments" appear in the context of margins or costs?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone mention "FX" or "foreign exchange"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "efficiency" or "productivity" appear at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does an analyst thank the executives or congratulate them before asking a question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive say "great question" or "thanks for the question"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does an executive say "as we said last quarter" or reference a prior call?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the phrase "going forward" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management use the word "levers" when discussing actions?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management thank analysts by name at any point after a question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone say "we'll take that offline" or offer to follow up after the call?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management use the word "committed" regarding a target?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CEO's prepared remarks mention "macro" or "macroeconomic"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone use the phrase "the vast majority"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "temporary" or "transitory" appear?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Is an analyst's question answered with "great question" or similar?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is there a questioner from an investment bank other than the first three analysts who ask questions?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any analyst ask a question that includes a reference to a specific dollar figure?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone say "thank you" at least ten times across the call?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the phrase "thank you for taking my question" or "thanks for taking my question" appear?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst's first sentence contain a compliment or thanks before asking their question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the CFO present in both the prepared remarks and the Q&A portion of the call?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the CEO personally deliver the closing remarks of the call?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CEO's prepared remarks contain the word "team" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any speaker use the phrase "moving on" or "with that" to transition between topics?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the phrase "in terms of" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO First-person singular ("I believe," "I think") used more by the CFO than the CEO.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO A single question receives answers from two different executives.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES A hedge word ("maybe," "sort of") appears inside a direct quantitative claim.
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any speaker use the word "obviously"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "guidance" appear in both prepared remarks and the Q&A section?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any executive defer a question to another executive by name?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Someone uses the word "honestly," "frankly," or "to be clear."
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone use the word "ecosystem" or "platform" without a number attached?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the transcript contain the word "certainly" three or more times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone begin an answer by restating or paraphrasing the analyst's name?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does an analyst reference a competitor by name during their question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does a speaker say "let me" at least twice in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO The transcript contains an apology unrelated to financial results.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO The word "challenge" is spoken more often than "opportunity."
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "seasonality" or "seasonal" appear?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO The phrase "as you know" appears at least twice.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker use the word "challenge" or "challenges" at least three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone mention "weather" as a factor affecting results?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does an executive say "thank you" to the analyst before answering a question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker say "great question" or similar praise of a question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO The final question is answered noticeably shorter than the opening ones.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone say "we remain" followed by a verb (e.g., "we remain committed")?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does an executive cite a conversation with a customer that has no verifiable specificity (unnamed, undated, unquantified)?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the transcript contain a sentence that begins with "What I would say is"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any question mention a specific percentage or dollar figure?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the CEO personally answer more questions than any other executive?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the operator say "our final question" or similar?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "opportunity" or "opportunities" appear at least five times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the word "clearly" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "leverage" appear as a verb at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst's first name get used by an executive when thanking them?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the operator announce more than five questioners?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Are there more than ten analyst questions in total?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the operator use the phrase "our next question comes from" more than three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Are the CEO's prepared remarks longer than the CFO's, judged by speaker turns on the transcript page?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does management say "we are not going to comment on" or equivalent refusal language?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Executive corrects an analyst's premise.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CFO's prepared section exceed the CEO's in number of paragraphs?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CEO personally answer more than half of the analyst questions?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst mention the word "margin" in their first question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Executive uses the word "excited" more than twice.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any analyst ask a multi-part question containing three or more distinct questions?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the word "guidance" appear at least three times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any analyst ask a two-part question signaled by "and also" or "and secondly"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst begin with a compliment, such as "great quarter" or "congrats"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive say "we said" when recalling prior statements?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst begin their turn with "thanks" or "thank you"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "headwind" or "tailwind" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "synergies" appear?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst address a question to two or more executives by name?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "capital" appear at least five times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any executive say "we feel" rather than "we believe" or "we think"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "capital" appear in at least three different speakers' turns?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive use the phrase "over time" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive say "as I mentioned" or "as we said" at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the CEO open the call before any analyst questions by mentioning the macro environment?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone say "we are pleased" or "we're excited"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone use the word "leverage" (financial or metaphorical)?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does an analyst thank management before asking their question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is the word "automation" or "productivity" used at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "uncertainty" or "uncertainties" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the phrase "year over year" appear at least three times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does management use the word "leverage" or "leveraging" at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Currency headwinds mentioned unprompted.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is the phrase "a number of" used at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone use the phrase "best-in-class" or "industry-leading"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "momentum" appear at least twice in prepared remarks?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is the phrase "on a constant currency basis" or similar currency adjustment used?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst's question include the phrase "just to clarify"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the phrase "the team" appear at least twice in management remarks?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker say "so clearly" or "quite frankly"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management use the phrase "we believe" at least three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Speaker says "we don't guide" on anything.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CFO use the word "quarter" at least ten times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any speaker say "thank you" more than five times in total?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the word "macro" or "macroeconomic" appear at least twice in the call?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the transcript contain the word "typically" at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does an executive state they will "come back to" a question or follow up later?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management thank analysts for their questions at any point during Q&A?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Speaker admits being surprised by anything.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any speaker use the phrase "going forward"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does management use the phrase "going forward" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone say "stability" or "stable" when describing demand?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Word "normal" used about demand.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive say "stay tuned" or "more to come"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management describe a cost program, restructuring, or efficiency initiative by a proper name?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CFO's prepared section mention interest expense by name or figure?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "volatility" appear?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Executive mentions a hobby or personal anecdote.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "pipeline" appear without a dollar figure attached?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the phrase "the macro" or "macro environment" appear?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the phrase "our team" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive say "great question" or "good question" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker say "we remain" followed by an adjective?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management thank analysts by name when responding?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Is the word "flexibility" or "flexible" used at least once?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone say "takeaway," "take out," or "take rate"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Analyst compliments the team before asking a question.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker use "we're" where "we are" could substitute, more than twenty times overall?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any analyst reference the CEO or CFO by first name?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone say "obviously" at least three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone use the word "pipeline" at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does anyone say "moving on" or "let me turn it over" during prepared remarks?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does an analyst ask a question starting with "just"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone say "headwind" or "headwinds" more than once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst use the phrase "to clarify"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any executive use the phrase "year over year" at least three times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does an executive cite a conversation with a customer, partner, or employee as evidence?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any question go to a named executive other than the CEO or CFO?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive say "to be clear" or "let me be clear"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone mention a competitor by name without being prompted?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is there a question that management declines to answer directly, citing timing or disclosure constraints?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any question explicitly reference the company's prior guidance or outlook?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any speaker say "next question" or does the operator use the word "final" before the last question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "invest" or "investment" appear at least five times in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CFO handle a strategic question instead of a financial one?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst flatter management within their first sentence of speaking?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst ask two questions when told to ask only one?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone use the phrase "underlying" to modify a business metric?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone say "excited" or "pleased" at least twice in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "guidance" appear in the prepared remarks (not just Q&A)?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Is the word "margin" used with a number attached (e.g., "400 basis points")?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the transcript contain the word "record" preceding a noun (e.g., "record margin")?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive answer a question by citing a competitor's actions?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "macro" or "macroeconomic" appear in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "challenges" appear more than once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CEO begin an answer with "look" or "listen"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "inflation" appear anywhere in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is there a pause or silence acknowledged on the call ("I think we lost you")?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive name a specific competitor during the call?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "challenges" appear at least three times in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone say "we don't break that out" in response to a question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone describe a metric as "noisy" or "lumpy"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive mention a specific number of percentage points when discussing market share?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does a speaker correct a figure they themselves just stated?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CEO refer to a competitor by name rather than "competition" or "peers"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CEO mention their own tenure or years of experience unprompted?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone use the phrase "the team" when taking ownership would be natural?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone blame weather, holidays, or calendar quirks unprompted?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone cite a personal anecdote involving a customer conversation?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone use the phrase "a little bit"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Is the CFO the speaker for at least one analyst question?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the word "guidance" appear in the transcript?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone say "we're excited" or "we are excited"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "dividend" appear?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is the word "invest" or "investment" used more than twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "invest" or "investment" appear at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone cite a percentage of revenue from a specific segment?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "challenge" or "challenging" appear at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone describe cutting discretionary spending like travel or hiring?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the phrase "year over year" appear?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the word "liquidity" appear at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the transcript mention refinancing, maturity dates, or debt coming due?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone mention selling assets, real estate, or equipment to raise cash?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone reference "the macro" or "macro environment"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Is the word "capacity" mentioned?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does anyone use the phrase "our customers" rather than naming a customer?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the transcript include a question about interest expense or debt service?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the phrase "working capital" appear in a context other than a seasonality excuse?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management thank analysts at any point?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone reference borrowing from a bank or drawing on a credit facility?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the word "cost" appear in the first ten sentences of prepared remarks?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive say "we remain confident" or similar?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone mention covenants, amendments to loan documents, or lender conversations?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone say "with that" or "that said" to pivot?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does an executive open their first answer by thanking the analyst?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any analyst's question include the word "capex" or "cash flow"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the word "headline" or "headwinds" appear at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "core" appear at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does an analyst's turn contain the word "congratulations"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst ask a question containing "how" and also "why"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any executive say "as we mentioned" or "as I mentioned" at least once?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Are there more than eight analyst questioners?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst's question include a percentage figure?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst's question contain the word "guidance"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CFO's prepared remarks exceed 1,000 words?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker say "if you look at"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CEO personally answer the first question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any speaker use the phrase "tailwind" or "tailwinds"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does management use the phrase "balance sheet" at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the CEO make closing remarks after the Q&A ends?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any speaker say "structurally" or "secular"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the operator say "our next question" two or more times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the final questioner get an explicit closing acknowledgment from the operator ("last question" or similar)?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management use the phrase "business as usual" or "as expected" at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst preface a question with "quick" or "quickly"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does an executive state a specific numeric percentage when answering a question?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone say "in terms of" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is there a question that clearly annoyed the executive, visible in the reply's abruptness?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "guidance" appear in the Q&A section?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the word "strong" appear more than five times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the phrase "thank you" appear more than ten times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst ask a question containing the word "margin"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does management use the word "guidance" at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the phrase "thank you" appear at least ten times anywhere in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does an executive begin an answer by restating the analyst's name?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any analyst ask about capital allocation or share repurchases?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the word "challenge" or "challenging" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "opportunity" or "opportunities" appear more than three times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Is there a villain—market conditions, regulation, currency—that behaves consistently across the call?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "challenging" appear?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "certainly" appear at least once in management's answers?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst ask a personal, warm, or congratulatory question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the phrase "capital" appear at least five times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does an analyst ask a question the prepared remarks already answered?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "quarter" appear at least twenty times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any single analyst ask more than two questions during the whole call?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the phrase "on a year-over-year basis" or "year over year" appear at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Is the word "headwinds" or "tailwinds" used?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the word "margin" appear at least three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Is the word "confidence" or "confident" spoken by any executive?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone use the phrase "call it" or "let's call it" before an estimate?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the phrase "going forward" appear?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone say "coming back" or "circling back" to take a follow-up?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "inflation" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any executive say "we believe" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does management use the phrase "going forward"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does anyone use the word "robust"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any speaker use the phrase "if you will" or "so to speak"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker say "appreciate" at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone use the phrase "at the end of the day"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone tell a self-contained anecdote with a beginning, middle, and end?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any executive use the phrase "our team"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the transcript contain a silence, pause, or "we'll come back to that" that never resolves?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone describe a customer, employee, or competitor as a named character with a motive?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any executive say "we're pleased" or "I'm pleased"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is there a moment of modesty—someone crediting luck or timing?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone use the phrase "on a year-over-year basis"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is the word "excited" or "exciting" used by management at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker say "just" five or more times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any question begin with "Can you" or "Could you"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "quick" or "quickly" appear in three or more analyst questions?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst ask for guidance on a metric management did not offer unprompted?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Is there a question about capital allocation (buybacks, M&A, debt, or dividends)?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any analyst use the word "clarify" or "clarification"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "obviously" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does management refer to a prior call or prior quarter's commentary when answering?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone use the word "actually" at least three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any executive begin an answer with "Look," or "So,"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "challenging" or "challenges" appear at least three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the operator run out of queued questions and close early?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst apologize or preface with "sorry" before asking?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is the word "excited" used by the CEO more than the word "confident"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker use the phrase "the right" before a noun ("the right team," "the right decisions")?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "guidance" appear more than five times in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "tailwind" or "headwind" appear?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any analyst's question begin with a compliment or congratulation?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst apologize before or during their question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Are there more questions about revenue than about costs?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "challenging" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker use the phrase "on a" four or more times total (e.g., "on a constant currency basis")?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any executive answer begin with "Sure" or "Yes" followed by a comma?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone say "from a ... perspective" (e.g., "from a margin perspective")?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does an executive say "we're not going to" in response to a question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management decline to answer by citing a future event ("we'll address that in..." or "at our upcoming...")?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "quarter" appear at least 20 times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is there a mention of "FX," "currency," or "foreign exchange"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any executive say "that's right" or "that's correct" to an analyst?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "leverage" appear at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Is the word "leverage" used at least three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does management use the word "headwinds" at least once?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any speaker say "great question" or thank the analyst before answering?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone attribute results to "the team" rather than to strategy?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any speaker say "going forward"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any analyst begin their question with "congratulations"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst thank management at the end of their turn?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone describe the future with "We believe" more than "We expect"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does a speaker say "normal" or "normalized" about conditions that predate any disruption mentioned?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Is the word "momentum" used without a stated metric attached to it?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the word "macro" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does management use the word "solid" at least once?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Is there an analogy to a machine, engine, or flywheel?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Is the word "visibility" used at least once?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Is the phrase "base case" or "scenario" used at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone say "we take that seriously" or "we're very focused on"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Is the phrase "to your point" or "as you mentioned" used at least once?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the operator say "thank you" more than three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management mention a specific competitor by name?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management say "the team" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "fundamentally" appear at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the phrase "ahead of" precede any mention of guidance or expectations?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management use the phrase "on a year-over-year basis"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any single speaker say "right?" as a tag question at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management use the phrase "on a consistent basis" or "consistently"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does a speaker begin a sentence with "To be honest" or "To be clear"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management use the phrase "strategic" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker describe a business unit as "healthy"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any speaker use the word "fundamentals"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the word "resilient" or "resilience" appear?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the operator mention a queue or "next question" more than three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any analyst ask a follow-up after their initial answer ("follow-up", "second one", "just one more")?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any analyst ask a question containing the word "why"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone say "if you look at" before citing a number?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the phrase "last question" or "final question" appear?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "clearly" appear anywhere in the transcript?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the CEO speak first among named executives in the Q&A?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "headwind" or "headwinds" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the CFO mention a specific percentage greater than ten?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the phrase "going forward" appear at least once?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the word "team" appear at least three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "confident" appear in any executive's remarks?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst thank management at the start or end of their turn?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CEO use the word "incredibly" at any point?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any executive use the word "team" to refer to company personnel?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone say "to your point" when answering a question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any executive say "with that" to transition between speakers or topics?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the word "transformation" or "transformational" appear?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker say "moving on" or "next question" themselves?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any speaker use the word "hedging" or say "to hedge"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any analyst identify themselves with a two-part introduction (name and firm)?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "talent" appear at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Is the word "capacity" used more often about factories than about people?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does an executive confess to having too much of something physical somewhere?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is a supplier or vendor mentioned by name at any point?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any executive blame weather, season, or geography for a shipment or delivery issue?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
Archived AI reasoning
Earlier Artul research experiments on OKE calls. Open a question to read the model's original reasoning.
NO Answers go deeper than the script: questioning keeps surfacing new concrete detail behind a positive development — compa
Original model output from the research archive. It may be verbose or include the model's working notes.
We need to evaluate the transcript against two gates. Gate 1: Is there a positive current development where Q&A adds more concrete operating detail than prepared remarks? Gate 2: Is that development primarily driven by company's own actions rather than external environment? Let's analyze the call. The prepared remarks mention strong volumes, activity, ethane recovery opportunities, etc. In Q&A, analysts ask about various things. Key positive developments: NGL volumes growth, ethane recovery, Bakken activity, well connects, etc. But we need to see if Q&A adds substantive new details. For example, on ethane recovery, Sheridan Swords discusses petrochemical maintenance, logistics issues, etc. But is that adding concrete operating detail? He mentions "we are in the short term, seeing a little bit of softness due to maintenance" and "logistic issues" but that's more about challenges. The question about ethane recovery in Permian and other basins: management discusses potential impacts but not necessarily current positive development. Another positive: Bakken volumes reached 1.4 Bcf/d before storms, and current 1.1 Bcf/d. That's mentioned in prepared remarks and Q&A. But Q&A doesn't add much new. Well connects: 90 in Q1 vs 38 prior year. That's in prepared remarks. Q&A doesn't add much. The question about optimization and marketing: Sheridan explains volatility and spreads, but that's more about trading opportunities. The question about ethane recovery and Permian: management says "our system, we're fairly full on recovering ethane" and discusses potential impacts. Not really a positive current development with added detail. The question about Bakken egress: management discusses capacity and expansions, but that's more about future. The question about CapEx and MB-5: they say they accelerated schedule but no cost increase. That's a positive but not much detail. The question about cost control: they say inflationary pressures offset by escalators. Overall, the Q&A seems to mostly repeat or clarify, not add substantial new operating specifics. The prepared remarks already had details like volumes, well connects, ethane recovery opportunities. The Q&A doesn't reveal much new concrete detail beyond what was said. For example, the 1.4 Bcf/d peak was in prepared remarks. The 385,000 barrels per day NGL was in prepared remarks. The Q&A doesn't add much.
NO Escape velocity out of a small base: management describes the business compounding at a rate its own size cannot absorb
Original model output from the research archive. It may be verbose or include the model's working notes.
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 a sense of being small relative to what's happening. Let's analyze the transcript. Key points: Management discusses volume growth, but do they use multiples? They mention "double-digit NGL volume growth" and "17% increase" etc. They talk about record volumes, but not necessarily multiples. They mention "more than 1.1 billion cubic feet per day" and "320,000 barrels per day" but not as multiples of previous. They mention "we connected more than 90 wells in the region in the first quarter compared with 38 connections in the first quarter 2021" - that's roughly 2.4x, but it's a specific metric. They also mention "In April, we reached peak volumes of more than 385,000 barrels per day from the region prior to the severe late-season storms" - that's a peak, not a multiple. They talk about "double-digit NGL volume growth across all our operating regions" - that's not a multiple, it's a percentage. The question asks: does management convey that the rate of accumulation is the dominant fact, with multiples and repeated doublings? They don't seem to use "doubled" or "tripled" or "several times" explicitly. They use percentages like 17%, 24%, 11% etc. They also mention "more than 90 wells" vs 38, which is a multiple but it's a specific comparison, not a recurring theme. They also mention "we are on pace to meet our guidance midpoint of 400 well connections" - that's a target. Management also talks about "strong activity" and "record volumes" but not in a way that frames the company as small relative to what's happening. They do mention "Our systems have significant capacity to grow alongside the needs of our customers" and "we now have opportunities for bolt-on expansion projects" - but that's about capacity, not about being small. They also mention "we are affirming our financial guidance" despite weather impacts, indicating they see growth. The essence: Is management's own account resting on multiples? They don't say "we've doubled our volumes" or "we're seeing three times the activity." They use percentages and record terms. The well connections comparison is a multiple but it's a single data point, not a recurring framing. Also, they treat the company as large enough to handle growth, not as small.
NO Substance without an audience: strong current business reported into a thin, shallow professional crowd
Original model output from the research archive. It may be verbose or include the model's working notes.
We need to answer YES or NO based on the transcript. The question asks: does the call show BOTH (1) genuinely strong, concrete current business and (2) a thin or shallow professional audience around it? We need to evaluate both halves. First, check the business strength. Management reports real, present-tense operating strength: volumes growing, record volumes, well connections, activity levels, etc. For example: "first quarter 2022 results, which highlighted year-over-year natural gas and NGL volume growth." "Total NGL raw feed throughput volumes increased 17% year-over-year." "Rocky Mountain region NGL volumes increased 24% compared with the first quarter of 2021." "In April, we reached peak volumes of more than 385,000 barrels per day from the region prior to the severe late-season storms." "We connected more than 90 wells in the region in the first quarter compared with 38 connections in the first quarter 2021." "There are currently 38 rigs and 12 completion crews operating in the basin." "We recently completed a 1.1 billion cubic feet expansion of our Texas storage facilities." Also, they reaffirm guidance despite weather. So there is concrete, current operating strength. Second, check the Q&A audience. How many questioners? The conference call participants list: Brian Reynolds - UBS, Praneeth Satish - Wells Fargo, Colton Bean - Tutor, Pickering, Holt and Company, John Mackay - Goldman Sachs, Chase Mulvehill - Bank of America, Sunil Sibal - Seaport Global Securities, Theresa Chen - Barclays. That's 7 questioners. But the question asks if the engagement is "visibly sparse or underdeveloped relative to that substance." We need to see if the questions are few, brief, basic, or orientation-level. Let's look at the Q&A. There are 7 questioners, each asking maybe one or two questions. The questions are fairly specific: about weather impact, GORs, well completions, ethane recovery, rate case, etc. They are not necessarily "orientation-level" but they are probing. However, the question asks if the audience is "thin or shallow" relative to the substance. The substance is strong, but the Q&A has 7 participants, which is not a "small handful" necessarily. But we need to judge if the engagement is "plainly light, thin, or shallow." The questions are not extremely deep, but they are relevant. The management provides a lot of detail.
NO The waiting list has become the product: management describes demand accumulating faster than the company can absorb it,
Original model output from the research archive. It may be verbose or include the model's working notes.
We need to determine if management conveys that the company is currently accumulating a queue of demand it cannot yet serve, and that management is spending energy managing that queue rather than finding demand. The transcript mentions several expansions and open seasons, but does that indicate a queue? For example, they mention "open season" for additional pipeline capacity, which suggests they are seeking demand, not managing a queue. They also mention "recontracting opportunities" and "expansion" but that's about future opportunities. They mention "we continue to work with customers" and "we are working to expand our facilities to meet this increasing demand." That suggests they are expanding to meet demand, but is there a queue? They mention "we recently completed a 1.1 billion cubic feet expansion" and "announced an open season to increase our storage capabilities" - that's proactive. They also mention "we continue to see strong demand for natural gas storage services" - that's demand, but not necessarily a queue. The key is whether management is describing a situation where demand is arriving faster than they can take it on, and they are managing that queue. The transcript does not explicitly say that. They talk about "strong activity" and "increasing producer activity" but that's about their customers' activity, not a queue of customers waiting. They also mention "we have significant capacity to grow" and "bolt-on expansion projects" - that suggests they can handle growth. They also mention "we are affirming our financial guidance" despite weather impacts, which suggests they are not constrained. The question asks: "Does management convey that the company is currently ACCUMULATING A QUEUE OF DEMAND IT CANNOT YET SERVE?" The transcript does not show that. They talk about open seasons, which are for seeking new demand, not managing a queue. They talk about recontracting opportunities, which is about renewing contracts. They talk about "we continue to see strong demand" but that's not a queue. They also mention "we are working to expand our facilities to meet this increasing demand" - that's a response to demand, but not necessarily a queue. The only possible queue-like language is "we have a long runway" and "we have significant capacity" - that suggests they are not constrained.
NO First tranche delivered, larger tranches en route: the same engine that just produced has visibly more already scheduled
Original model output from the research archive. It may be verbose or include the model's working notes.
We need to determine if management describes one identifiable engine of new business with both: (1) a first tranche actually landed in the just-reported period (Q1 2022), and (2) larger tranches already in motion behind it, with the remainder being the majority over the coming year. Look for specific projects, expansions, contracts, etc. The transcript mentions several: MB-5 fractionator (construction, expected complete Q2 2023, not yet delivered), storage expansions (Texas completed, Oklahoma open season), pipeline expansions (WesTex, Viking open seasons), well connections (90 in Q1, guidance 400), ethane recovery opportunities, etc. We need an engine where a first tranche has actually landed in Q1 2022, and larger tranches are already committed/scheduled/underway, with the remainder being the majority. Consider well connections: They connected 90 wells in Q1, and are on pace to meet guidance midpoint of 400 well connections. That is a first tranche (90) and larger tranches (310 more) are expected, but is that "already in motion"? The guidance is based on activity, but is it committed? The transcript says "on pace to meet our guidance midpoint of 400 well connections" - that is a plan, not necessarily already contracted. Also, well connections are routine business, not a new engine. Consider ethane recovery: They mention strong ethane recovery opportunities for the remainder of the year. But that is not a specific engine with a landed tranche. Consider the storage expansion: They completed a 1.1 Bcf expansion of Texas storage facilities, and announced an open season for Oklahoma to add 4 Bcf. The Texas expansion is completed (landed), but the Oklahoma expansion is still in open season (not yet contracted). Also, the Texas expansion is a completed project, not a first tranche of a larger engine? The Oklahoma expansion is a separate project. So not the same engine. Consider the pipeline expansions: WesTex and Viking open seasons - those are not yet landed. Consider MB-5: Not yet complete. Consider the NGL volumes: They had record volumes in Q1, but that's not a new engine. Maybe the "engine" is the overall growth in volumes from producer activity. But that is not a specific identifiable engine. Look for something like a new contract or a new facility that has started operations.
NO Management is buying the same thing twice: proven demand from one place is being replicated into identified new places r
Original model output from the research archive. It may be verbose or include the model's working notes.
We need answer YES/NO. Need analyze transcript. Need determine if management describes currently in middle of copying a part of its own business that already works into additional places where same demand already visible. Need all three: proven instance, copies being stood up now, demand identified at destination, replication large relative to company, results reflect original. Let's parse transcript. ONEOK is midstream energy. They have NGL, gas gathering/processing, pipelines. They mention expansions: MB-5 fractionator in Mont Belvieu, construction continues, expected complete Q2 2023. That's a copy? Existing fractionators? They have fractionation capacity, MB-5 is additional fractionator. Is that a proven instance? They have existing fractionators working. Are they standing up additional instances? Yes, construction on MB-5. Demand? International LPG demand strong, ethane demand increasing. But is this "copying a part of its own business that is already working into additional places where same demand is already visible"? MB-5 is a new fractionator at same Mont Belvieu complex, not necessarily new location. It's expansion of existing capacity. Also they mention storage expansions: completed 1.1 Bcf expansion of Texas storage facilities and announced open season to increase storage capabilities in Oklahoma, enabling additional 4 Bcf storage capacity to be contracted. Project expected complete early 2023. That's expansion of storage. Also open seasons for additional pipeline capacity on WesTex and Viking. These are expansions, not necessarily copying a proven unit into new places? Need evaluate. Question asks: "does management describe the company as CURRENTLY IN THE MIDDLE OF COPYING A PART OF ITS OWN BUSINESS THAT IS ALREADY WORKING INTO ADDITIONAL PLACES WHERE THE SAME DEMAND IS ALREADY VISIBLE" — i.e., a specific identifiable piece proven, and company is right now standing up further instances of that same piece in other locations, customers, markets, channels, applications, or lines, where management can already point to demand or commitment waiting. Need find if management conveys such. They mention "Our systems have significant capacity to grow alongside the needs of our customers.
NO Answers go deeper than the script: questioning keeps surfacing new concrete detail behind a positive development
Original model output from the research archive. It may be verbose or include the model's working notes.
We need to determine if the Q&A discussion produces more concrete operating detail about a positive current development than the prepared remarks contained. The prepared remarks already mention: strong volumes, growth in NGL and natural gas, ethane recovery opportunities, well connections, storage expansions, etc. The Q&A probes several topics: weather impact, GORs, well completions, ethane recovery, Permian ethane, Bakken egress, etc. The key is whether management adds new specific details in Q&A about a positive current development. For example, on ethane recovery, Sheridan adds specifics about Conway-to-Belvieu spread, Mid-Continent crackers in turnaround, etc. On Bakken egress, Kevin discusses capacities. On well connections, they mention 90 wells in Q1. But are these additive? The question asks for a single dynamic across the call. The most prominent positive development is the strong activity and growth, but the Q&A often repeats or clarifies. However, there are instances where management provides new specifics: e.g., on ethane recovery, they mention specific spread and turnaround timing. On Bakken egress, they detail capacities. But is that a "positive current development" that is being probed? The prepared remarks already covered growth. The Q&A adds some specifics but not a sustained thread. The question requires that across multiple exchanges, management adds fresh concrete specifics. I see some but not consistently. The call is mostly reaffirming guidance and addressing weather. The positive development is the overall growth, but the Q&A doesn't produce a deep dive into a specific development with multiple additive answers. For example, on ethane recovery, there are a few exchanges but they are somewhat general. On well connections, they just say they are on pace. I think the answer is NO because the Q&A does not produce substantially more concrete operating detail than the prepared remarks; it mostly clarifies and reaffirms. The prepared remarks already gave specifics like 90 well connections, 38 rigs, etc. The Q&A adds some but not a sustained, additive thread. So answer NO.
NO Demand has broadened across independent fronts: growth is now coming from several distinct, currently-producing sources
Original model output from the research archive. It may be verbose or include the model's working notes.
We need answer YES or NO. Need analyze transcript. Question asks: Does management describe that company's CURRENT growth is being carried by SEVERAL DISTINCT, INDEPENDENT SOURCES AT THE SAME TIME — at least three genuinely different engines such as different products/offerings, different customer types/end markets, different geographies/channels, or different ways of earning — EACH described as ALREADY PRODUCING REAL CURRENT BUSINESS (actual revenue, orders, customers, volumes, activity in recent period, concrete substance) rather than plan/hope, AND does management convey that this breadth is itself recent or building — that company was until recently narrower, with growth carried by fewer engines — so that several of these sources still have most of their contribution ahead? Need answer YES when management's own words convey this ONE phenomenon. NO if growth rests on one or two engines, etc. We need use only transcript. Let's examine. ONEOK is midstream. They discuss Q1 2022 results. Growth: natural gas and NGL volume growth. Segments: Natural Gas Liquids, Gathering and Processing, Natural Gas Pipelines. They mention multiple regions: Rocky Mountain, Mid-Continent, Permian, Gulf Coast. Products: NGLs, natural gas, ethane, LPG. Demand: domestic and international. Also storage expansion, pipeline expansions. But question asks specifically: current growth carried by several distinct independent sources at same time, each already producing real current business, and management conveys breadth is recent/building—company was until recently narrower, with growth carried by fewer engines—so several sources still have most contribution ahead. Need see if management says that. They mention "double-digit NGL volume growth across all our operating regions compared with first quarter 2021" and "Rocky Mountain region natural gas processing volumes increased 11% year-over-year." They mention "strong demand for U.S.
NO Stale terms, scheduled reset: the existing book is priced for a world that has moved on
Original model output from the research archive. It may be verbose or include the model's working notes.
We need to determine if management describes a meaningful portion of existing business being carried at prices/rates/terms set in the past that are now below current market, and that this existing business is coming up for repricing/reset on a schedule management can see, so that economics improve as those terms roll off, without needing new customers. Scan the transcript for relevant statements. Management discusses various things: volume growth, weather impacts, ethane recovery, expansions, etc. They mention recontracting opportunities in natural gas pipelines: "we see some really good recontracting opportunities this year, somewhere in the neighborhood of up to 200 million a day on recontracting." That is about recontracting existing capacity? But is that about existing business being repriced? They say "recontracting opportunities" - that might be new contracts or renewals. But do they say that existing contracts are below market and will reset? They mention "we had an expansion, we also recontracted. We're seeing right now similar opportunities for this year." That seems like they are seeking new contracts or renewals, not necessarily that existing book is below market and will reset automatically. They also mention storage expansion and open seasons for additional capacity - that's new capacity, not repricing existing. They mention "we continue to work with customers across our natural gas pipeline network to address their evolving transportation and storage needs" - that's general. No mention of hedges rolling off, or legacy contracts expiring at below-market rates. The discussion is about growth and new opportunities. The question asks specifically about existing business being repriced upward. Management does not describe that. They talk about volume growth, ethane recovery, etc. No mention of a gap between old and current terms. Thus answer NO.
NO Identified near-term contributors not yet in the reported numbers
Original model output from the research archive. It may be verbose or include the model's working notes.
我们根据提供的电话会议记录,寻找管理层是否指出了具体的、已确定的新增业务来源,这些来源已经确保或正在进行中,但对已报告的结果贡献很小或没有贡献,并预计在未来一年内开始或增加贡献。 在记录中,有几个项目可能符合: 1. MB-5分馏器:建设正在进行,预计2023年第二季度完成,这将增加系统分馏能力。这是一个具体的新设施,未来将贡献。 2. 德克萨斯州存储设施扩建已完成,俄克拉荷马州存储设施扩建项目预计2023年初完成,以增加存储能力。 3. 两个开放季:WesTex管道和Viking管道,寻求增加管道容量,但开放季是征求客户兴趣,尚未确保合同。 4. 新合同或客户?未提及。 5. 埃克森等?未提及。 6. 在回答中,管理层提到“我们最近完成了德克萨斯州存储设施的扩充,并宣布了开放季以增加俄克拉荷马州的存储能力”,这些是具体的,但开放季尚未确保。 7. 在自然天然气管道部分,提到“我们最近完成了1.1亿立方英尺的扩张”和“宣布开放季”,但扩张已完成,可能已反映在结果中?但开放季是新的。 8. 在NGL部分,MB-5分馏器是明确的,预计2023年第二季度完成,贡献尚未开始。 9. 在G&P部分,提到“我们连接了超过90口井”等,那是已经发生的。 10. 还有“我们继续看到活动”等,那是乐观。 管理层是否明确表示这些将增加结果?在MB-5方面,他们预计会有更多分馏能力,但未提具体贡献。在存储方面,他们提到“满足增加的需求”,但也未具体。 关键:管理层是否明确指出这些具体项目将在未来几个季度开始或增加贡献?MB-5预计2023年第二季度完成,但电话会议是2022年5月,所以那是在未来一年多后?实际上,2023年第二季度是大约一年后,符合“roughly the next year”。其他如存储扩建在2023年初完成,也符合。 但记录中是否明确说这些将增加结果?在MB-5部分,说“增加我们的总系统分馏能力到超过100万桶/天”,但没有说贡献开始。在存储部分,说“以满足这种增加的需求”,但也没有具体说明贡献。 另外,有提到“我们最近完成了德克萨斯州存储设施的扩建”,那可能已经完成,但贡献可能尚未反映?不过,那可能已经反映。 更重要的是,管理层是否认为这些是已确定的新增业务?开放季是寻找客户,但尚未签约,所以不是已确保的。MB-5是建设中,是确定的。存储扩建也是已承诺的项目。 但管理层是否说这些将增加结果?在回答分析师问题时,他们提到“我们继续看到活动”等,但未具体。 也许“MB-5”是唯一明确的。但管理层在回答问题时没有提到它。在电话会议中,Kevin提到MB-5完成时间,但没有说它如何增加结果。 在Pierce的开场中,他说“我们的系统有显著容量增长”,但没有具体。 还有,在回答关于NGL体积时,提到“MB-5将增加总能力”,但那是未来。 可能不符合“已确保或已在进行”的贡献,因为MB-5是建设中的,但尚未投产。 此外,存储扩建已经完成,但贡献可能已开始。 也许“开放季”不是已确保。 所以,我认为答案是否定的,因为没有明确提到具体已确保的新贡献即将开始。 但重新阅读记录:在Kevin的评论中,他说“我们最近完成了一个1.1亿立方英尺的德克萨斯州存储设施扩充,并宣布了一个开放季以增加俄克拉荷马州的存储能力,使额外的40亿立方英尺存储容量能够被签订合同。这个项目预计在2023年初完成。” 他同时提到“我们还宣布了两个开放季以增加管道容量”。开放季是征求客户,但尚未确保。所以不是已确保。 MB-5是建设中的,但未说贡献。 此外,在回答问题时,他们提到“我们继续评估扩张”,但没有具体。 因此,没有明确具体、已确保的、近期将开始贡献的增量。 所以答案应为NO。
NO Customers eating the friction: buyers are visibly absorbing cost, delay, or inconvenience to keep this specific company
Original model output from the research archive. It may be verbose or include the model's working notes.
We need to determine if management describes customers currently putting up with real cost, delay, or inconvenience in order to keep doing business with ONEOK specifically. The transcript mentions various things: weather impacts, ethane recovery, storage expansions, open seasons, etc. But does management describe customers absorbing friction? For example, they mention open seasons for pipeline capacity, storage expansions, but that's about adding capacity, not customers waiting. They mention ethane recovery opportunities, but that's about market conditions. They mention that customers are working through logistic issues, but that's about petrochemical customers, not necessarily ONEOK's customers. They mention that they are working with customers on recontracting, but no mention of customers enduring delays or costs. The weather impact reduced volumes, but that's ONEOK's own operations, not customers absorbing friction. No mention of customers waiting, accepting allocations, absorbing price increases, etc. The transcript does not describe customers enduring friction specifically for ONEOK. So answer NO.
NO New leadership already changing what the company does, with early results showing
Original model output from the research archive. It may be verbose or include the model's working notes.
We need to determine if the company is being led by leadership that is relatively new to its role (CEO or equivalent) and whether that leadership describes concrete changes already made with early results. The transcript is from ONEOK's Q1 2022 earnings call. The speakers are Pierce Norton (President, CEO and Director), Walt Hulse (CFO), Kevin Burdick (EVP and Chief Commercial Officer), etc. We need to check if Pierce Norton is relatively new to the CEO role. The transcript doesn't mention any recent leadership change. There is no indication that the CEO is new. The call is a routine earnings call. No mention of a new CEO or changes in leadership. The leadership seems established. The content is about operational results, weather impacts, guidance, etc. No mention of new leadership or changes made by new leadership. Thus, answer NO.
NO Demand off the charts — scarcity amplification screen
Original model output from the research archive. It may be verbose or include the model's working notes.
We need answer only yes/no. Need evaluate both gates. Gate1: company talking about demand off the charts? and numbers support? Transcript: "strong demand for U.S. energy", "International LPG demand remains strong", "strong demand for natural gas storage services", "increasing demand", "strong demand" but not "off the charts" hyperbole. Also numbers? No specific demand off charts. So Gate1 likely no. Gate2 also? Demand strength attributed to market conditions, not scarcity? But Gate1 fails. Return NO.
NO Answers go deeper than the script: questioning keeps surfacing new concrete detail behind a positive development — broad
Original model output from the research archive. It may be verbose or include the model's working notes.
The task is to evaluate two gates based on the earnings call transcript and return YES only if both are YES, otherwise NO. YES The transcript shows a clear positive current development around robust producer activity and volume growth in the Bakken and other basins, with management affirming strong execution and upside potential despite weather impacts. Q&A adds substantial new operational specifics—such as exact peak volumes (1.4 Bcf/day), current trending rates (1.
NO The feared thing keeps not happening: management confronts a specific live worry with current evidence running against i
Original model output from the research archive. It may be verbose or include the model's working notes.
The question is: Is there a SPECIFIC NEGATIVE OUTCOME that investors/analysts/market have been worried about for THIS company, live on this call, AND does management push back with CURRENT, ALREADY-OB...
These archived questions are separate from the newer 500-check scan above.
OKE call history
Open a quarter only when you want its detailed evidence.
C+ Q2 2025 · Mixed call · 2026-04-28Management held guidance steady against accelerating demand. The delivery was unusually candid, rich in specifics.
C Q3 2025 · Caution · 2026-04-28Management held guidance steady against steady demand. The delivery was rich in specifics.
View the 20 core call-quality checks
C Q4 2025 · Caution · 2026-02-24Management lowered guidance against steady demand and contracting margins. The delivery was unusually candid, rich in specifics.
View the 20 core call-quality checks
B Q1 2025 · Solid call · 2025-04-30Management held guidance steady against steady demand. The delivery was unusually candid, rich in specifics, relaxed under questioning.
View the 20 core call-quality checks
B+ Q4 2024 · Strong call · 2025-02-25Management raised guidance against accelerating demand and expanding margins. The delivery was unusually candid, rich in specifics, relaxed under questioning.
View the 20 core call-quality checks
A Q3 2024 · Exceptional call · 2024-10-30Management raised guidance against accelerating demand and expanding margins. The delivery was unusually candid, rich in specifics, relaxed under questioning.
View the 20 core call-quality checks
A Q2 2024 · Exceptional call · 2024-08-06Management held guidance steady against steady demand and expanding margins. The delivery was unusually candid, rich in specifics, relaxed under questioning.
View the 20 core call-quality checks
View 30 earlier calls
| Call | Date | Grade | Guidance | Demand | Margins | Candor | Evasion |
|---|---|---|---|---|---|---|---|
| Q1 2024 | 2024-05-01 | A | raised | accelerating | stable | 7/9 | 2/9 |
| Q4 2023 | 2024-02-27 | A | raised | stable | expanding | 6/9 | 3/9 |
| Q3 2023 | 2023-11-01 | C+ | raised | accelerating | stable | 6/9 | 4/9 |
| Q2 2023 | 2023-08-08 | B+ | raised | accelerating | expanding | 6/9 | 5/9 |
| Q1 2023 | 2023-05-03 | C+ | maintained | accelerating | stable | 7/9 | 4/9 |
| Q4 2022 | 2023-02-28 | B+ | maintained | accelerating | stable | 7/9 | 4/9 |
| Q3 2022 | 2022-11-02 | B | maintained | stable | expanding | 7/9 | 3/9 |
| Q2 2022 | 2022-08-09 | C+ | maintained | accelerating | stable | 7/9 | 3/9 |
| Q1 2022 | 2022-05-04 | B+ | maintained | accelerating | stable | 7/9 | 2/9 |
| Q4 2021 | 2022-03-01 | A | maintained | accelerating | stable | 7/9 | 2/9 |
| Q3 2021 | 2021-11-03 | A | raised | accelerating | expanding | 7/9 | 3/9 |
| Q2 2021 | 2021-08-04 | A | raised | accelerating | expanding | 7/9 | 2/9 |
| Q1 2021 | 2021-04-28 | A | raised | accelerating | stable | 8/9 | 2/9 |
| Q4 2020 | 2021-02-23 | A | maintained | accelerating | expanding | 7/9 | 2/9 |
| Q3 2020 | 2020-10-28 | A | raised | accelerating | expanding | 7/9 | 2/9 |
| Q2 2020 | 2020-07-29 | C+ | lowered | accelerating | contracting | 8/9 | 1/9 |
| Q1 2020 | 2020-04-29 | F | lowered | slowing | contracting | 6/9 | 7/9 |
| Q4 2019 | 2020-02-25 | A | raised | stable | expanding | 7/9 | 2/9 |
| Q3 2019 | 2019-10-30 | A | raised | accelerating | stable | 8/9 | 1/9 |
| Q2 2019 | 2019-07-31 | A | maintained | accelerating | expanding | 7/9 | 2/9 |
| Q1 2019 | 2019-05-01 | A | maintained | accelerating | expanding | 7/9 | 2/9 |
| Q4 2018 | 2019-02-26 | B | maintained | accelerating | stable | 7/9 | 2/9 |
| Q3 2018 | 2018-10-31 | A | raised | accelerating | expanding | 7/9 | 2/9 |
| Q2 2018 | 2018-08-01 | A | raised | accelerating | expanding | 7/9 | 1/9 |
| Q1 2018 | 2018-05-02 | A | maintained | accelerating | stable | 7/9 | 1/9 |
| Q4 2017 | 2018-02-27 | A | raised | accelerating | expanding | 7/9 | 2/9 |
| Q3 2017 | 2017-11-01 | A | maintained | accelerating | expanding | 7/9 | 2/9 |
| Q2 2017 | 2017-08-02 | A | raised | accelerating | expanding | 7/9 | 1/9 |
| Q1 2016 | 2016-05-04 | B | maintained | mixed | expanding | 7/9 | 2/9 |
| Q4 2015 | 2016-02-23 | C+ | maintained | mixed | expanding | 7/9 | 3/9 |