We need to determine if there is a specific negative outcome that investors/analysts/market are worried about, and if management pushes back with current observed evidence. Let's analyze the transcript. The call is Xometry's Q1 2022 earnings. The company is a digital manufacturing marketplace. The questions from analysts: - Blake Keating asks about Thomas integration: "what have you guys seen so far that's gone better or is more challenging than you expected initially?" This is not a specific fear, just asking about integration progress. - Seth Gilbert asks about seller services revenue, and then about seasonality and gross margin. Not a specific fear. - Scott Graham asks about active buyers growth slowing (from 44% year-over-year). He asks if 40% growth will sustain or drop. This is a concern about growth deceleration. But is it a specific negative outcome? It's a worry about growth slowing. Management responds by saying they had a strong net active buyer quarter, and the year-over-year growth is affected by anniversary of hyperbolic growth in Europe. They expect good strong active buyer growth. This is somewhat reassurance, but they cite current quarter net adds. However, is this a "specific negative outcome" that the market is bracing for? It's a common question about growth sustainability. But the question is about whether the growth rate will drop. Management points to current quarter net adds as evidence. But is that enough? The fear is that growth will slow. Management says they had strong net adds in Q1. That is observed evidence. But is the fear "live" on the call? The analyst asks about it. Management acknowledges it. So maybe. - Scott Graham also asks about inflation environment and how the algorithm handles it. That's not a fear, just a question. - Eric Sheridan asks about self-serve advertising subscription within Thomasnet, and about conversion/adoption. Not a fear. So the only potential fear is about active buyer growth deceleration. But is that a "specific negative outcome" that the market is worried about? It's a general concern about growth sustainability. The analyst asks: "would you say that based on the trends in the business, feedback from sales and customers and otherwise, is something in the 40% range going to sustain for this year? Or at some point, does that drop a little bit lower?" That is a worry about growth slowing.
Xometry, 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.
- Is there a questioner from an investment bank other than the first three analysts who ask questions?
- Are there more than ten analyst questions in total?
- Does the operator mention a queue or "next question" more than three times?
- Does the operator use the phrase "next question" at least three times?
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.”
NO Does anyone use "historically" or "traditionally" while defending a current practice?
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 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.”
YES Does the transcript contain the phrase "next question" at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does an analyst ask a question spanning more than five sentences?
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 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.
YES Does any speaker use the word "obviously" at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.
YES Does any analyst say "congrats" or "congratulations" to management?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Is the word "scale" or "scaling" used as a verb?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does the word "outperform," "outperformance," or "beat" 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 anyone say "the environment" when describing market conditions?
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 "momentum" at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does any speaker say "moving to" or "turning to" when changing topics?
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 "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.”
NO Does an executive mention the weather?
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 negotiation currently in progress?
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 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.”
YES Does anyone use the phrase "kind of" at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Does anyone use the phrase "to be clear"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does an analyst's question include a compliment followed by "but"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the CFO use the word "sequential" or "sequentially" at least once?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does anyone say "for the benefit of" or "just to remind" when restating context?
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 "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.”
YES Does the word "journey" appear?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Does the word "question" appear in the operator's speech more than three times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the word "growth" appear at least ten times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does anyone use the phrase "a couple of"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does an analyst ask about capital allocation or buybacks?
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 "strong" at least three times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does an executive use the phrase "we're seeing" at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.
YES Does the phrase "record" appear at least twice in the transcript?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the word "team" appear at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Does any speaker say "we're excited about" or "we're pleased with"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Does management mention a specific number of stores, locations, or markets?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.
YES Does an executive use the phrase "we believe"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the operator use the phrase "next question" at least three times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Does the word "quarter" appear in at least ten questions or answers during the Q&A?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does at least one analyst ask a question about margins or costs?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the CEO answer the majority of analyst questions personally?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any analyst ask a question phrased as "Can you talk about" or "Can you speak to"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the CFO speak during the Q&A portion at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Does any analyst ask about a specific dollar amount or number stated in the prepared remarks?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any question begin with the words "can you" or "could you"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.
YES Does any analyst ask a question containing an explicit comparison to a competitor company?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the phrase "moving on" or "next question" come from the operator?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does an analyst ask about capital allocation (capex, buybacks, M&A, or dividends) in one 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 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.”
YES Does the word "guidance" appear at least five times in the transcript?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Does any speaker say "I think" at least three times within a single answer?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Does the CEO answer the first analyst question personally?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the word "obviously" appear in the transcript?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the transcript contain the word "margin" more than ten times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does an executive begin an answer with "So" as the first word?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the phrase "if I may" or "if I could" appear?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any executive say "let me" at least once?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Does management use the word "momentum" at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does the word "seasonality" 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 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.
NO Does any analyst's question contain the word "curious"?
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 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.
YES Does any speaker say "obviously" two or more times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any analyst ask a follow-up in the same turn after their first answer?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any analyst ask about a specific geographic region or market?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Does the word "margin" or "margins" appear at least five times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Does anyone say "including" at least three times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Does any executive reference "our team" or "the team" at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does any prepared remark mention "headwinds" or "tailwinds"?
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, 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.”
YES Does an executive decline to answer, citing that something will come later or is not disclosed?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does an analyst ask a two-part question containing the word "but"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does anyone ask a follow-up question in the same turn after their first question is answered?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does anyone answer "yes" or "no" as the first word of a response?
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 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.”
YES Does anyone say "we are excited about" without naming a number?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Does any speaker use the phrase "just to clarify" or "just to be clear"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does any speaker use the word "tailwind" or "tailwinds"?
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 "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.
YES Does an analyst thank the executives or congratulate them before asking a question?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Does management thank analysts by name at any point after a question?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does the word "temporary" or "transitory" 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 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.”
YES Is there a questioner from an investment bank other than the first three analysts who ask questions?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Does any analyst's first sentence contain a compliment or thanks before asking their question?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.
YES Does the phrase "in terms of" appear at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES A single question receives answers from two different executives.
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.
YES Does any speaker use the word "obviously"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.
YES Does any executive defer a question to another executive by name?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Someone uses the word "honestly," "frankly," or "to be clear."
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.
YES Does the transcript contain the word "certainly" three or more times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.
YES Does an analyst reference a competitor by name during their question?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does the word "seasonality" or "seasonal" 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 The phrase "as you know" appears at least twice.
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does anyone mention "weather" as a factor affecting results?
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 "thank you" to the analyst before answering a question?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES The final question is answered noticeably shorter than the opening ones.
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does an executive cite a conversation with a customer that has no verifiable specificity (unnamed, undated, unquantified)?
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 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.
YES Does the CEO personally answer more questions than any other executive?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Does the word "leverage" appear as a verb at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any analyst's first name get used by an executive when thanking them?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Are there more than ten analyst questions in total?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the operator use the phrase "our next question comes from" more than three times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Are the CEO's prepared remarks longer than the CFO's, judged by speaker turns on the transcript page?
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 say "we are not going to comment on" or equivalent refusal language?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Executive corrects an analyst's premise.
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the CFO's prepared section exceed the CEO's in number of paragraphs?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the CEO personally answer more than half of the analyst questions?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any analyst mention the word "margin" in their first question?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Executive uses the word "excited" more than twice.
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Does an analyst begin with a compliment, such as "great quarter" or "congrats"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does an executive say "we said" when recalling prior statements?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does the word "capital" 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 any executive say "we feel" rather than "we believe" or "we think"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Does an executive say "as I mentioned" or "as we said" at least once?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the CEO open the call before any analyst questions by mentioning the 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 Does anyone say "we are pleased" or "we're excited"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Is the word "automation" or "productivity" used at least once?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Does the word "momentum" appear at least twice in prepared remarks?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Speaker says "we don't guide" on anything.
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the CFO use the word "quarter" at least ten 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 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.”
NO Does the transcript contain the word "typically" 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 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.”
NO Does any speaker use 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 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.”
NO Does the word "pipeline" appear without a dollar figure attached?
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 "the macro" or "macro environment" appear?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the phrase "our team" appear at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Does management thank analysts by name when responding?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Analyst compliments the team before asking a question.
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any speaker use "we're" where "we are" could substitute, more than twenty times overall?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does anyone use the word "pipeline" 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 "moving on" or "let me turn it over" during 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 analyst ask a question starting with "just"?
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 "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.”
YES Does an executive say "to be clear" or "let me be clear"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Is there a question that management declines to answer directly, citing timing or disclosure constraints?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.
YES Does any speaker say "next question" or does the operator use the word "final" before the last question?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the word "invest" or "investment" appear at least five times in the transcript?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Does an analyst flatter management within their first sentence of speaking?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does anyone use the phrase "underlying" to modify a business metric?
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 "excited" or "pleased" at least twice in the transcript?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.
YES Is the word "margin" used with a number attached (e.g., "400 basis points")?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the transcript contain the word "record" preceding a noun (e.g., "record margin")?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Does the word "macro" or "macroeconomic" appear in the transcript?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Does the CEO begin an answer with "look" or "listen"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does anyone blame weather, holidays, or calendar quirks 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 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.
YES Does anyone say "we're excited" or "we are excited"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Is the word "invest" or "investment" used more than twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.
YES Does anyone cite a percentage of revenue from a specific segment?
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 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.”
NO Does the transcript mention refinancing, maturity dates, or debt coming due?
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 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.”
YES Does anyone reference "the macro" or "macro environment"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Is the word "capacity" mentioned?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone use the phrase "our customers" rather than naming a customer?
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 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.”
YES Does the phrase "working capital" appear in a context other than a seasonality excuse?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does management thank analysts at any point?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone reference borrowing from a bank or drawing on a credit facility?
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 "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.
YES Does an executive open their first answer by thanking the analyst?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any analyst's question include the word "capex" or "cash flow"?
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 "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.
YES Does an analyst's turn contain the word "congratulations"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does any executive say "as we mentioned" or "as I mentioned" 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 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.”
YES Does the CEO personally answer the first question?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any speaker use the phrase "tailwind" or "tailwinds"?
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 "balance sheet" 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 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.
YES Does the operator say "our next question" two or more times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Does an analyst preface a question with "quick" or "quickly"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.
YES Does anyone say "in terms of" at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Does an analyst ask a question containing the word "margin"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.
NO Does any analyst ask about capital allocation or share repurchases?
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 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.”
YES Does the word "certainly" appear at least once in management's answers?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any analyst ask a personal, warm, or congratulatory question?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the phrase "capital" 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 an analyst ask a question the prepared remarks already answered?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the word "quarter" appear at least twenty times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.
NO Is the word "headwinds" or "tailwinds" used?
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 "margin" appear at least three times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does the phrase "going forward" 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 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.”
NO Does management use 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.”
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.”
YES Does any speaker say "appreciate" at least once?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Does any executive use the phrase "our team"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Does any executive say "we're pleased" or "I'm pleased"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Is the word "excited" or "exciting" used by management at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any speaker say "just" five or more times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any question begin with "Can you" or "Could you"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the word "quick" or "quickly" appear in three or more analyst questions?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does an analyst ask for guidance on a metric management did not offer unprompted?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Is there a question about capital allocation (buybacks, M&A, debt, or dividends)?
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 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.”
YES Does the word "obviously" appear at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Does any executive begin an answer with "Look," or "So,"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Does the operator run out of queued questions and close early?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Is the word "excited" used by the CEO more than the word "confident"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Does the word "guidance" appear more than five times in the transcript?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the word "tailwind" or "headwind" 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 any analyst's question begin with a compliment or congratulation?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Are there more questions about revenue than about costs?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Does any executive answer begin with "Sure" or "Yes" followed by a comma?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.
YES Does an executive say "we're not going to" in response to a question?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does management decline to answer by citing a future event ("we'll address that in..." or "at our upcoming...")?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the word "quarter" appear at least 20 times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.
YES Is the word "leverage" used at least three times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does management use the word "headwinds" 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 any speaker say "great question" or thank the analyst before answering?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does anyone attribute results to "the team" rather than to strategy?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any speaker say "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.”
YES Does any analyst begin their question with "congratulations"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does a speaker say "normal" or "normalized" about conditions that predate any disruption mentioned?
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 "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.”
NO Does management use the word "solid" 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 there an analogy to a machine, engine, or flywheel?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Is the word "visibility" 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 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.”
NO Is the phrase "to your point" or "as you mentioned" 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 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.”
YES Does management use the phrase "strategic" at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does any speaker use the word "fundamentals"?
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 "resilient" or "resilience" appear?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the operator mention a queue or "next question" more than three times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.
YES Does the CEO speak first among named executives in the Q&A?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.
NO Does the phrase "going forward" 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 "team" appear at least three times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does any speaker use the word "hedging" or say "to hedge"?
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 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.”
NO Does any executive blame weather, season, or geography for a shipment or delivery issue?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
Archived AI reasoning
Earlier Artul research experiments on XMTR calls. Open a question to read the model's original reasoning.
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.
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 to evaluate two gates based on the transcript. Gate 1: Is the company talking about how demand is off the charts? And do the numbers support that claim? The transcript mentions strong growth, 90% revenue growth, active buyers up 44%, etc. But "off the charts" is a strong phrase. The company says "strong Q1", "robust marketplace growth", "rapid adoption", "strong growth in active buyers". They don't explicitly say "off the charts". However, they do say "We are rapidly delivering on our mission" and "growth has continued unimpeded". But the question asks if they are talking about demand being off the charts. They talk about strong demand, but not necessarily "off the charts". Also, numbers support strong growth, but "off the charts" might be an exaggeration. I think Gate 1 might be NO because they don't explicitly say that. But let's see the exact wording: "we are pleased to report another strong quarter. We delivered 90% revenue growth and 235% gross profit growth year-over-year." That is strong, but not "off the charts". The phrase "off the charts" is not used. So Gate 1 likely NO. Gate 2: Improvement filter. Management describes demand as exceptionally or unprecedentedly strong. They say "strong growth", "robust", but not "exceptionally" or "unprecedentedly". Also, they mention supply chain disruptions, but they attribute their growth to their platform's unique ability, not to scarcity. They talk about "global events of the last 2 years, crippled supply chains" but they say that underscores the need for digital transformation. They don't attribute demand to scarcity. They mention "resilient supply chains" but that's their offering. They don't discuss shortages, lead times, double-ordering, etc. So the demand strength is primarily attributed to company-specific drivers like platform adoption, enterprise sales, new products. So Gate 2 might be YES if they described demand as exceptionally strong, but they didn't use such language. The gate says "Management describes demand as exceptionally or unprecedentedly strong." They don't. They say "strong" but not exceptionally. So Gate 2 also NO. Thus overall answer NO. But let's double-check: The instruction says "Return YES only when the transcript satisfies the substantive YES criteria of BOTH Gate 1 and Gate 2." Since both are NO, answer NO. So final answer: NO.
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 there is a positive, current development in the business that the Q&A discussion produces more concrete operating detail about than the prepared remarks. The prepared remarks mention several things: strong Q1 results, growth in active buyers, accounts with $50k+ spend, international growth, new products like Xometry Everywhere, Thomas integration, self-serve advertising, etc. The Q&A has questions about Thomas integration, gross margin, active buyers, inflation, self-serve advertising. Let's examine if management adds new specifics in Q&A. First question: about Thomas integration - what's gone better or more challenging. Randy answers: "we've seen some very good early signs from both the Thomas buyers or users and the Thomas suppliers. The buyers are -- we're increasingly converting them to purchasing from the Xometry instant quoting. So we've seen some good early adoption, and we expect that to continue as we put Xometry everywhere integrated into the Thomasnet site. So good start, early trends, and we expect that to accelerate as we do that integration. Likewise, we've seen a nice conversion of Thomas buyers to become Xometry suppliers. I mean, Xometry -- Thomas suppliers to take work from Xometry. So we see nice adoption of that as well. We've also seen with the self-service model that we've added to Thomasnet, an increase in subscriptions. And a lot of user adoption of the analytics and other enhancements we've made to Thomasnet." This is somewhat general - "good early signs", "nice conversion", "increase in subscriptions" but no specific numbers or details. The prepared remarks already mentioned self-serve option and integration plans. The answer doesn't add much concrete detail beyond what was said. Second question: about core gross margin - what was driving it flat? Randy answers: "in Q4, our gross margin there was for all of Xometry. So that included our financial service products, which are 90%-plus.
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.
We need to evaluate both gates based on the transcript. Gate 1: Is there a positive current development that management presents as going well, and does the Q&A produce more concrete operating detail than the prepared remarks? The prepared remarks mention strong Q1 results, growth, Thomas integration, new products like Xometry Everywhere, self-serve advertising, etc. The Q&A: Analysts ask about Thomas integration, gross margin, active buyers, inflation, self-serve. Management gives some specifics: e.g., early adoption of self-serve, conversion of Thomas users, etc. But does the Q&A add substantially more concrete detail than prepared remarks? The prepared remarks already covered these. The Q&A mostly reiterates and gives some color but not much new specific numbers or operational details beyond what was said. For example, on Thomas integration, management says "we've seen some very good early signs" but no specific numbers. On gross margin, they explain the pricing model but that's already in prepared remarks. On active buyers, they mention net adds but that's also in prepared remarks. The Q&A doesn't seem to produce significantly more concrete operating detail than the prepared remarks. The answers are somewhat general. So Gate 1 likely NO. Gate 2: Is the positive development broad and granular? The main positive is overall growth, marketplace growth, active buyers increasing, etc. That is broad across many customers. But the Q&A doesn't focus on a single concentrated customer. However, since Gate 1 is NO, we return NO. Thus answer NO.
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 reported quarter (Q1 2022), and (2) larger tranches already in motion behind it, with the remainder larger than what's been delivered. Look for specific engines: Thomas integration, Xometry Everywhere, new products, international expansion, etc. Management mentions: - Thomas acquisition integration: They are converting Thomas users to Xometry buyers. They say "we've seen some very good early signs" and "good early adoption" but that's not a concrete landed tranche with numbers. They also mention "we expect that to accelerate" - that's future. - Xometry Everywhere: launched in March, but no mention of actual revenue or contracts landed. - International: "Our international business continues to deliver strong growth, increasing 146% year-over-year." That's growth, but not a specific engine with a first tranche and larger tranches. - They mention "we received larger production orders from several customers across industries" - but that's vague, not a specific engine. The question asks for ONE identifiable engine. The closest is Thomas integration, but management does not quantify a landed first tranche; they only say "early signs" and "early adoption." No concrete numbers or commitments. Also, the larger tranches are "expected" to commence later in Q2, not already in motion. Thus, answer NO.
NO Demand off the charts
Original model output from the research archive. It may be verbose or include the model's working notes.
1. The user asks: "is the company talking about how demand is off the charts? and is the numbers support there claim if they claimed that its off the charts? ... only consider the data i give you only take that into consideration ... answer only with yes or no and nothing else" 2. Analyze the transcript for any mention of "demand is off the charts" or similar phrasing. The transcript mentions strong growth, 90% revenue growth, 44% active buyer growth, etc. It does not explicitly say "demand is off the charts". The user asks if the company is talking about that, and if the numbers support the claim *if* they claimed it. Since the company does not explicitly claim "off the charts", the answer to the first part is no. However, the user asks "is the company talking about how demand is off the charts? and is the numbers support there claim if they claimed that its off the charts?" - this is a compound question. The instruction says "answer only with yes or no". I need to determine if the overall statement is true or false. The company talks about strong growth, but not "off the charts" explicitly. The numbers do support strong growth, but the specific claim "off the charts" is not made. Therefore, the answer is no. 3. Let's double-check. The transcript says "We are pleased to report another strong quarter. We delivered 90% revenue growth..." It doesn't say "off the charts". So the answer is no. 4. Final answer: no.
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.
The task is to evaluate two gates based on the earnings call transcript and return YES only if both are YES, otherwise NO. Answer with exactly YES or NO. YES The transcript shows a clear positive current development in the Thomas integration and related supplier services rollout, with Q&A providing additive operational details across multiple exchanges that go beyond the prepared remarks. Management highlights early adoption metrics (e.g., buyer-to-instant-quote conversions, supplier-to-Xometry work shifts, subscription increases, and 5,000 premium suppliers), plus execution specifics like the 35% S&M reduction from self-service and the upcoming factory OS launch for 500,000 suppliers. These are presented as real, ongoing activity rather than plans, with timing (later Q2 integration) and sequencing details that weren't fully quantified before. The inflation handling and active-buyer net growth (2,500) further illustrate operational command. For GATE 2, the primary engine is the company's own creation: the Xometry platform, AI-driven pricing, Thomasnet integration, self-serve model, and One Identity SSO—all launched or executed by Xometry on its timetable.
NO Compounding order flow: the same customers keep coming back bigger, and the company is quietly widening the funnel behin
Original model output from the research archive. It may be verbose or include the model's working notes.
我们根据提供的财报电话会议记录来判断。管理层是否描述公司自身的商业努力已从说服买家转向供应买家?即,当前的实际工作重点是提供产品/服务,而不是说服购买。 分析管理层发言: - Randy提到“我们正在快速实现我们的使命,建立领先的全球数字制造市场”,但具体工作重点? - 关于增长:他们提到“我们继续投资于企业销售引擎”,但这是销售。 - 关键点:他们提到“我们正在看到向生产订单的显著转变”,以及“收入来自这些账户将在年内大幅增加”。这暗示买家已经决定,但这是预期。 - 他们提到“我们正在扩大我们的市场,国内和国外”,以及“我们将在2022年推出更多产品和服务”。 - 关于Thomas整合:他们提到“我们预计收入协同效应将在第二季度后期开始,并在今年剩余时间内建立”,这是预期。 - 他们提到“我们正在推出Xometry Everywhere”,以及“我们将在第二季度将我们的AI驱动定价引擎集成到Thomasnet平台”,这是为了扩大覆盖范围。 - 关于供应:他们提到“我们继续扩大我们的供应商网络”,以及“我们正在推出新的订单管理软件”,但这是为了供应商服务。 - 管理层在回答问题时,更多强调增长、投资、产品发布,而不是说“需求已经确定,我们正在努力满足供应”。 检查是否有“买家已经决定”的当前证据:他们提到“活跃买家增长44%”,“账户数量增长92%”,但这是历史数据。他们提到“我们收到了来自多个客户的大额生产订单”,但这是过去的事件。他们提到“我们正在看到向生产订单的转变”,但这是趋势。 管理层的工作描述:他们提到“我们继续投资于企业销售引擎”,以及“我们正在扩大我们的销售团队”,这暗示他们仍在努力获取新客户。他们提到“我们正在推出新的产品和服务”,但这是为了吸引更多买家。 关于“更多正在建设”:他们提到“我们将在2022年推出更多产品”,以及“我们正在扩大国际业务”,但这是为了增长。 整体上,管理层似乎仍在强调增长和获取新客户,而不是说“需求已经确定,我们正在努力供应”。他们提到“我们正在看到向生产订单的转变”,但这是预期,不是当前状态。他们没有明确说“买家已经决定,我们正在努力提供产品”。 因此,答案应为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 top operator who has taken charge within roughly the last year or so) AND that leadership describes concrete changes it has already made to how the company operates, sells, invests, or is organized, with at least some early real results from those changes already visible. From the transcript: The CEO is Randy Altschuler. He is the co-founder and has been CEO since founding in 2013. There is no indication that he is new to the role. The CFO is Jim Rallo. No indication of new leadership. The call is a regular earnings call. No mention of a new CEO or leadership change. So the answer is NO. Thus, answer 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 Xometry specifically. The transcript mentions strong growth, active buyers, etc. But does it describe any friction? There is no mention of delays, waitlists, allocations, price increases being absorbed, or customers enduring inconvenience. Management talks about growth and adoption, but not about customers tolerating friction. They mention "land and expand" and "stickiness" but not specific friction. The question asks for behavioral evidence of customers absorbing friction. There is none. So answer NO.
NO Small reported base, oversized already-contracted forward commitments
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 future business that counterparties have already committed to, which is large relative to current business, with conversion within a year. The transcript mentions strong growth, but no specific committed contracts or backlog. It discusses revenue synergies from Thomas, but those are expected to commence later in Q2 and build, not necessarily committed. No mention of signed contracts or firm orders. The focus is on growth, market opportunity, and product releases. No explicit committed business. Answer NO.
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.
我们根据提供的财报电话会议记录,判断管理层是否描述了现有业务(即已存在的合同、租约、定价等)在旧条款下低于当前市场水平,并且这些旧条款将在已知时间表内重置,从而改善公司经济状况,而无需赢得新客户。 在记录中,管理层讨论了: - 市场平台定价由AI驱动,每周重新定价,以反映原材料、劳动力等变化。这属于持续的价格调整,而非旧合同重置。 - 提到“我们每周更新AI驱动的定价模型,提供可靠定价和可预测利润率,即使在通胀时期”。这更像是日常定价机制,而非特定旧条款重置。 - 没有提到任何现有合同、租约、对冲或固定价格协议在旧条款下低于市场,并将在未来重置。 - 讨论的改善主要来自新业务、新客户、新功能(如Thomas整合、自服务选项),而非现有业务的重置。 - 没有描述“现有业务正在以低于当前市场的价格运行,并将在未来重置”的情况。 因此,答案应为NO。
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.
The question is about whether management describes 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 ...
YES 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.
The question is: Does management point to SPECIFIC, IDENTIFIED sources of additional business that are ALREADY SECURED OR ALREADY IN MOTION but have contributed LITTLE OR NOTHING to the results just r...
YES 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.
The question is about whether management describes current growth being carried by several distinct, independent sources at the same time — at least three genuinely different engines — each producing ...
These archived questions are separate from the newer 500-check scan above.
XMTR call history
Open a quarter only when you want its detailed evidence.
B+ Q4 2025 · Strong call · 2026-02-24Management raised guidance against accelerating demand and expanding margins. The delivery was rich in specifics, relaxed under questioning.
F Q1 2025 · Very weak call · 2025-05-06Management gave no formal guidance. The delivery was guarded, light on 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.
View the 20 core call-quality checks
B+ Q3 2024 · Strong call · 2024-11-05Management raised guidance against accelerating demand and expanding margins. The delivery was rich in specifics, relaxed under questioning.
View the 20 core call-quality checks
C+ Q2 2024 · Mixed call · 2024-08-08Management held guidance steady against accelerating demand and expanding margins. The delivery was rich in specifics.
View the 20 core call-quality checks
D Q1 2024 · Weak call · 2024-05-09Management held guidance steady against steady demand and expanding margins. The delivery was rich in specifics.
View the 20 core call-quality checks
F Q4 2023 · Very weak call · 2024-02-29Management lowered guidance against mixed demand signals and expanding margins. The delivery was unusually candid.
View the 20 core call-quality checks
View 10 earlier calls
| Call | Date | Grade | Guidance | Demand | Margins | Candor | Evasion |
|---|---|---|---|---|---|---|---|
| Q3 2023 | 2023-11-09 | A | raised | accelerating | expanding | 7/9 | 2/9 |
| Q2 2023 | 2023-08-09 | C | lowered | accelerating | expanding | 7/9 | 3/9 |
| Q1 2023 | 2023-05-10 | B | maintained | accelerating | expanding | 7/9 | 2/9 |
| Q4 2022 | 2023-03-01 | D | lowered | slowing | contracting | 8/9 | 3/9 |
| Q3 2022 | 2022-11-10 | C+ | maintained | accelerating | expanding | 7/9 | 2/9 |
| Q2 2022 | 2022-08-10 | B | raised | accelerating | expanding | 6/9 | 3/9 |
| Q1 2022 | 2022-05-11 | B+ | raised | accelerating | expanding | 6/9 | 1/9 |
| Q4 2021 | 2022-03-17 | A | maintained | accelerating | expanding | 7/9 | 2/9 |
| Q3 2021 | 2021-11-10 | A | maintained | accelerating | expanding | 7/9 | 2/9 |
| Q2 2021 | 2021-08-12 | C+ | none | accelerating | expanding | 6/9 | 3/9 |