我们根据提供的财报电话会议记录来判断。问题问的是:管理层是否描述公司除了既有业务外,现在有第二个不同的需求来源,并且这个来源已经在支付真金白银,同时管理层正在积极投入资源支持这个第二战线,尽管它仍然是公司中明显较小的部分。 我们需要从记录中寻找证据。记录中提到了两个业务领域:MRD(微小残留病)和免疫医学(Immune Medicine)。MRD是clonoSEQ测试,针对血液癌症。免疫医学包括制药服务和药物发现。在免疫医学中,有与Genentech的合作,以及内部自身免疫项目。 关键点:第二个不同的需求来源是什么?可能是免疫医学中的制药服务?或者药物发现?但制药服务是向生物制药客户提供免疫受体数据,这似乎是既有的业务。而药物发现是与Genentech合作开发细胞疗法,这可能是新的。但问题要求“已经支付真金白银”且“仍然较小”。 在电话会议中,管理层提到“Pharma services had substantial growth of 67% versus 2021.” 这似乎是既有业务的一部分。而药物发现方面,与Genentech的合作有里程碑付款,但那是未来的。另外,内部自身免疫项目还在早期。 再仔细看:管理层说“In Immune Medicine, we made the strategic decision to focus our commercial and development efforts around pharma services and drug discovery.” 然后提到“Pharma services had substantial growth of 67% versus 2021.” 这可能是第二个战线?但制药服务是向制药公司销售数据服务,这可能是公司历史业务的一部分?实际上,Adaptive Biotechnologies最初是做免疫测序的,所以制药服务可能是其核心业务之一。而MRD是后来发展的。 但问题问的是“second, DIFFERENT FRONT OF DEMAND”相对于“established business that has historically paid it”。历史业务可能是免疫测序服务?但MRD也是其业务。实际上,公司重组为两个业务:MRD和免疫医学。免疫医学包括制药服务和药物发现。所以制药服务可能是历史业务的一部分,而MRD是新的?但MRD已经发展多年。 我们需要看管理层是否明确描述了一个新的、不同的需求来源,并且已经在产生收入,同时公司正在投入资源,但它仍然是较小的部分。 在电话会议中,管理层提到“In MRD, clonoSEQ clinical volumes grew 51% versus fiscal year 2021 supported by our fully trained sales team, which we nearly doubled during the year.” 所以MRD是增长引擎。而免疫医学中的制药服务也增长67%。但哪个是“second front”? 或许“drug discovery”是新的,但还没有收入。而“pharma services”可能是既有的。 再读问题:要求“a second front, different in kind”相对于“historical mainstay”。历史主业务可能是免疫测序服务(pharma services)?但MRD也是其业务。实际上,公司最初是做免疫测序的,后来进入MRD。所以MRD可能是第二个战线?但MRD已经很大了,在2022年MRD收入占51%,免疫医学占49%,所以两者差不多。但问题要求“still a clearly smaller part”,所以如果MRD和免疫医学差不多,那就不符合。 但注意,在2023年指引中,MRD占55%,免疫医学占45%,所以MRD稍大,但免疫医学也不小。所以可能没有哪个是“clearly smaller”。 另外,管理层提到“In drug discovery, our partnership with Genentech had significant progress in both of our cell therapy programs.” 但那是未来的里程碑。 或许“T-Detect”是另一个?但管理层说“we made the decision in 2022, to delay commercialization efforts of T-Detect as a diagnostic test”,所以不是。 再仔细看,管理层在回答问题时提到“we have a lot of growth drivers other than DLBCL”,但那是MRD内部。 或许“community”是新的?但那是渠道。 我认为,管理层并没有明确描述一个“second front”是“already paying”且“still small”。相反,他们有两个业务部门,规模相当。而且,制药服务是既有业务,药物发现是未来的。 所以答案应该是NO。 但让我们再确认:在电话会议中,管理层提到“In Immune Medicine, we made the strategic decision to focus our commercial and development efforts around pharma services and drug discovery.” 然后说“Pharma services had substantial growth of 67% versus 2021.” 这可能是既有
Adaptive Biotechnologies Corporation
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.
- Does the operator announce more than five questioners?
- Is there a questioner from an investment bank other than the first three analysts who ask questions?
- Are there more than ten analyst questions in total?
- Does the operator mention a queue or "next question" more than 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
Feb 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.”
YES Does anyone compare the company to an unnamed "competitor" or "peer" rather than naming it?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.
YES Does an analyst ask a question spanning more than five sentences?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any analyst ask a question containing multiple sub-questions (three or more)?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the CEO answer a question personally after another executive initially responds?
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 look at" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any analyst preface a question by summarizing the company's stated results?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any speaker use the word "obviously" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone say "guidance" in the same sentence as a specific number?
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 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.”
YES Does the word "outperform," "outperformance," or "beat" appear?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does any executive use the word "momentum" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does an executive begin an answer with "Great question," "Thanks," or "Appreciate"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the CFO use the phrase "adjusted" or "non-GAAP" at least three times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any speaker say "thank you" more than three times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any speaker say "with that" as a transition phrase?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone use the phrase "on a comparable basis" or "adjusted for"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any speaker say "moving to" or "turning to" when changing topics?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any speaker say "over to you" or "I'll turn it over"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any speaker say "operator" aloud during the call?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does anyone repeat the same stock phrase three or more times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does anyone use the phrase "as you know" to introduce a claim?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any speaker apologize without attaching a fix to the apology?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the call end without any closing statement from the CEO?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Is there a request to move the call along or to the last question?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does an executive answer a question with another question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does an executive mention the weather?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does anyone describe a negotiation currently in progress?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does an executive describe a competitor with anything resembling respect?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Does the operator use the phrase "our final question" before closing?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone say "let me" at least three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "aggressive" or "aggressively" appear at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst ask a question referencing "the puts and takes"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone use the phrase "to be clear"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.”
YES Does anyone use the phrase "early days"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the word "journey" appear?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the speaker describe a strategy as "disciplined" without describing any trade-off?
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 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.
NO Does an executive use the phrase "we're seeing" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "opportunity" appear at least three times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does management use the word "confident" or "confidence" at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the phrase "record" appear at least twice in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "team" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management promise to follow up or take a question offline?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.
YES Do two or more analysts from the same firm ask questions?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.
YES Does anyone use the word "folks"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.
YES Does any analyst mention a specific percentage figure in their question?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.
NO Does the CEO answer the majority of analyst questions personally?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst ask a question phrased as "Can you talk about" or "Can you speak to"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.
YES Does the operator interrupt the Q&A to announce time is limited or that this will be the last question?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does the word "guidance" appear at least five times in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any question contain the word "why"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.
YES Does any executive's answer exceed 300 words in the transcript?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the CEO answer the first analyst question personally?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.
NO Does an executive begin an answer with "So" as the first word?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the phrase "if I may" or "if I could" appear?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any executive say "let me" at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any question contain the word "specifically"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management use the word "momentum" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does management mention "margin" or "margins" in prepared remarks?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Is the word "definitely" used by any speaker?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "seasonality" appear?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone use the word "robust" to describe demand, growth, or the pipeline?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone use the word "leverage" 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.”
YES Does anyone say "we remain confident" or "we are confident"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does an executive cite a specific dollar figure greater than one billion?
The 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 "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.
NO Does any speaker say "obviously" two or more times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.
NO Does any analyst ask about a specific geographic region or market?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst ask a question that includes the phrase "long term" or "long-term"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.
YES Does an executive say "we'll come back to that" or defer an answer to a follow-up?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does anyone say "thank you" three or more times in the Q&A section?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does any executive reference "our team" or "the team" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the operator announce more than one analyst from the same firm?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Does any speaker say "with that, I'll turn it over"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.
YES Does anyone say "thank you" at least ten times in the transcript?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does any speaker use the phrase "just to clarify" or "just to be clear"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management use the word "headwind" or "headwinds"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.
YES Does the word "investments" appear in the context of margins or costs?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.
YES Does an executive say "great question" or "thanks for the question"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Does management use the word "levers" when discussing actions?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.
YES Does anyone say "thank you" at least ten times across the call?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.
NO Does the word "guidance" appear in both prepared remarks and 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 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.
NO Someone uses the word "honestly," "frankly," or "to be clear."
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone use the word "ecosystem" or "platform" without a number attached?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.
NO Does an analyst reference a competitor by name during their question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does a speaker say "let me" at least twice in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES The transcript contains an apology unrelated to financial results.
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO The word "challenge" is spoken more often than "opportunity."
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "seasonality" or "seasonal" appear?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO The phrase "as you know" appears at least twice.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker use the word "challenge" or "challenges" at least three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone mention "weather" as a factor affecting results?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.
NO Does the CEO personally answer more questions than any other executive?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the operator say "our final question" or similar?
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 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.
YES Does the operator announce more than five questioners?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.
YES Are the CEO's prepared remarks longer than the CFO's, judged by speaker turns on the transcript page?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does management say "we are not going to comment on" or equivalent refusal language?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Executive corrects an analyst's premise.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CFO's prepared section exceed the CEO's in number of paragraphs?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CEO personally answer more than half of the analyst questions?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.
NO Executive uses the word "excited" more than twice.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any analyst ask a multi-part question containing three or more distinct questions?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the word "guidance" appear at least three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does 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.
NO Does an executive say "we said" when recalling prior statements?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst begin their turn with "thanks" or "thank you"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "headwind" or "tailwind" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "synergies" appear?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst address a question to two or more executives by name?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.”
NO Is the word "automation" or "productivity" used at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "uncertainty" or "uncertainties" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the phrase "year over year" appear at least three times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does management use the word "leverage" or "leveraging" at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Currency headwinds mentioned unprompted.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Is the phrase "a number of" used 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 "best-in-class" or "industry-leading"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "momentum" appear at least twice in prepared remarks?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is the phrase "on a constant currency basis" or similar currency adjustment used?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst's question include the phrase "just to clarify"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the phrase "the team" appear at least twice in management remarks?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker say "so clearly" or "quite frankly"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does management use the phrase "we believe" at least three times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Speaker says "we don't guide" on anything.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CFO use the word "quarter" at least ten times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any speaker say "thank you" more than five times in total?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the word "macro" or "macroeconomic" appear at least twice in the call?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.”
YES Does an executive state they will "come back to" a question or follow up later?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does management thank analysts for their questions at any point during Q&A?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Does an executive say "stay tuned" or "more to come"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Does the CFO's prepared section mention interest expense by name or figure?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does the phrase "the macro" or "macro environment" appear?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the phrase "our team" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive say "great question" or "good question" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any speaker say "we remain" followed by an adjective?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Analyst compliments the team before asking a question.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.”
YES Does anyone say "moving on" or "let me turn it over" during prepared remarks?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Does any question go to a named executive other than the CEO or CFO?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does an executive say "to be clear" or "let me be clear"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone mention a competitor by name without being prompted?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.
NO Does the transcript contain the word "record" preceding a noun (e.g., "record margin")?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does an executive answer a question by citing a competitor's actions?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the word "macro" or "macroeconomic" appear in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "challenges" appear more than once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CEO begin an answer with "look" or "listen"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "inflation" appear anywhere in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is there a pause or silence acknowledged on the call ("I think we lost you")?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does an executive name a specific competitor during the call?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Does an executive mention a specific number of percentage points when discussing market share?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does a speaker correct a figure they themselves just stated?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does anyone reference "the macro" or "macro environment"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is the word "capacity" mentioned?
The 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 "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.”
NO Does the phrase "working capital" appear in a context other than a seasonality excuse?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.”
YES Does an executive say "we remain confident" or similar?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does the word "core" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst's turn contain the word "congratulations"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst ask a question containing "how" and also "why"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.”
YES Does any analyst's question include a percentage figure?
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 "guidance"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CFO's prepared remarks exceed 1,000 words?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker say "if you look at"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CEO personally answer the first question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.”
NO Does any speaker say "structurally" or "secular"?
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 say "our next question" two or more times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the final questioner get an explicit closing acknowledgment from the operator ("last question" or similar)?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does management use the phrase "business as usual" or "as expected" at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst preface a question with "quick" or "quickly"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does an executive state a specific numeric percentage when answering a question?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does the word "guidance" appear 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 word "strong" appear more than five times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the phrase "thank you" appear more than ten times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.
NO Does management use the word "guidance" 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 "thank you" appear at least ten times anywhere in the transcript?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.
YES Is there a villain—market conditions, regulation, currency—that behaves consistently across the call?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Does any executive say "we believe" at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does any speaker say "appreciate" at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone use the phrase "at the end of the day"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.
NO Does the word "quick" or "quickly" appear in three or more analyst questions?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.”
NO Does the word "obviously" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does management refer to a prior call or prior quarter's commentary when answering?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone use the word "actually" at least three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any executive begin an answer with "Look," or "So,"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "challenging" or "challenges" appear at least three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.”
NO Is the word "excited" used by the CEO more than the word "confident"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any speaker use the phrase "the right" before a noun ("the right team," "the right decisions")?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the word "guidance" appear more than five times in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.
NO Does an executive say "we're not going to" in response to a question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.
NO Does anyone attribute results to "the team" rather than to strategy?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.”
NO Does any analyst begin their question with "congratulations"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst thank management at the end of their turn?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone describe the future with "We believe" more than "We expect"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.”
YES Is the phrase "to your point" or "as you mentioned" used at least once?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the operator say "thank you" more than three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does management mention a specific competitor by name?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Does the phrase "ahead of" precede any mention of guidance or expectations?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does the word "resilient" or "resilience" 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 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.
YES Does any analyst ask a question containing the word "why"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Does the phrase "last question" or "final question" appear?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the word "clearly" 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 Does the CEO speak first among named executives in the Q&A?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "headwind" or "headwinds" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the CFO mention a specific percentage greater than ten?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does the word "team" appear at least three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "confident" appear in any executive's remarks?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Is the word "capacity" used more often about factories than about people?
The 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 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.”
YES Is a supplier or vendor mentioned by name at any point?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any executive blame weather, season, or geography for a shipment or delivery issue?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
Archived AI reasoning
Earlier Artul research experiments on ADPT calls. Open a question to read the model's original reasoning.
NO Second demand front open and funded: a different kind of buyer is now paying, and management is resourcing it while it i
Original model output from the research archive. It may be verbose or include the model's working notes.
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 answer YES/NO. Need analyze transcript. Need identify engine of new business with first tranche landed and larger tranches in motion same engine. Need be strict. Let's parse. Management describes MRD growth, clonoSEQ, DLBCL launch, Epic integration, Genentech programs, pharma services, drug discovery. Need find one specific engine where first tranche actually delivered in reported period and larger tranches already committed/scheduled/ramping, remainder larger. Potential: Genentech collaboration? They have two cell therapy programs. First shared TCR candidates selected by Genentech, focus speed to clinic. Delivered two additional shared TCR data packages for Genentech's consideration. Fully personalized program prototype with >60 patients, identified TCRs, completed end-to-end process runs. This year standardizing/optimizing towards clinical readiness. But no revenue? They recognized milestones? Genentech amortization. But "first tranche landed" maybe data packages delivered? Larger tranches? Not clear. Potential: clonoSEQ DLBCL launch. Launched at ASH December. Anticipate DLBCL meaningful contributor in second half 2023. But no first tranche landed? Launch is product available, but not described as actual delivered tests? They have Medicare coverage only, expect private payer coverage. Not enough. Potential: Epic integration. Signed agreement with Epic for EMR integration. Expected back half. Not landed. Potential: MRD pharma partnerships. Quarterly revenue excluding regulatory milestones grew 52% vs prior year and 41% vs prior quarter. Recognized $2 million milestone from approval of multiple myeloma therapy. But that's milestone, not engine with larger tranches? They have future milestones $370 million, half line of sight, risk adjusted. But not specific engine. Potential: clonoSEQ blood-based testing. Blood-based testing currently ~1/3 of tests. They expect increase. Not specific engine. Potential: Community expansion. Community now 15% vs 12% last quarter. Expect 20% in 2023. Is that an engine? First tranche landed? Community business grew from 8% to 15% over 2022. Larger tranches in motion? They expect 20% in 2023. But is that "already committed, scheduled, contracted"? It's a projection, not secured. Also routine? No. Potential: Sales team doubled. Not engine. Potential: Pharma services. Substantial growth 67% vs 2021. But no specific engine.
NO Tone of discovery: management sounds newly surprised by its own business in a favorable direction
Original model output from the research archive. It may be verbose or include the model's working notes.
We need to determine if management's own account carries a genuine note of favorable surprise about its own business. Look for language of discovery, exceeding expectations, updating mental model upward based on real recent events. Scan the transcript for phrases like "record", "strong start", "off to a great start", "exceeded", "surprise", "better than expected", "we didn't anticipate", etc. Chad Robins: "We're off to a great start in 2023. The momentum is building." That's routine confidence. Chad: "We are off to a great start this year with clinical clonoSEQ orders at a record high for us in the past month." That's a concrete fact: record high orders in the past month. Is that a surprise? He says "off to a great start" but doesn't explicitly say it exceeded expectations. However, "record high" suggests it's better than before. But is it a surprise? He doesn't say "we didn't expect this" or "this exceeded our expectations." It's more of a positive statement. Look for other instances. Nitin Sood: "2023 is off to a very strong start. And I am very confident that we grow volumes that greater than 50% off a larger base business this year." That's confidence, not surprise. Chad: "I think I'm seeing, and I don't know, we can agree on this, but MRD in general is becoming a much more accepted by healthcare providers. It took a long time to get here. And I actually think even a lot of the noise around MRD and solid tumors, and just kind of a nomenclature and understanding kind of what the assay is, and no one wants to be first, but no one else wants to be last. And we're kind of hitting that starting to, I would say, starting to hit that point where it's become kind of more common practice." This is a qualitative observation about market acceptance, but not a specific surprise about their own business. Look for any mention of "exceed" or "better than" or "surprise". The transcript doesn't have those words. The only "better than" is in the question from analysts? Actually, the question from Derik De Bruin: "a little bit below what we were looking for" - that's about guidance, not surprise. Management's tone is confident and positive, but they don't express surprise. They talk about record orders, but that's not framed as a surprise. They say "off to a great start" which is routine. Check if they mention anything about "we didn't anticipate" or "we were surprised".
NO Working harder than they are being paid for: management describes the company currently carrying more real business acti
Original model output from the research archive. It may be verbose or include the model's working notes.
The question asks whether management describes the company as currently doing more actual work than its reported scale reflects — a gap between current activity and reported results. Looking at the transcript, I need to find evidence of: 1. Workload visibly bigger than the company (real, underway work) 2. Management treating reported figures as not yet showing this Key evidence from the call: - Chad Robins: "We're off to a great start in 2023. The momentum is building. We're growing revenue, advancing our pipeline, and we're managing our operating expenses." - On MRD: "We are off to a great start this year with clinical clonoSEQ orders at a record high for us in the past month." - Nitin Sood: "2023 is off to a very strong start... our current penetration is about 5%... I am very confident that we grow volumes that greater than 50% off a larger base business this year." - On the sales team: "we expect the sales team to be twice as more productive this year than last year. Last year, we increased the size of the sales team." - On Epic integration: "Epic integration which are expected in the back half of the year" — this is future, not current. - On DLBCL: "We anticipate DLBCL to be a meaningful contributor in the second half of 2023" — future. - Tycho Peterson on revenue pacing: "we expect revenue to be back half weighted and Q1 to be the lowest of the year. This is due to several factors including normal seasonality reflected in the low first quarter and high fourth quarter. Uptake in MRD from the clonoSEQ and DLBCL launch and Epic integration which are expected in the back half of the year, and milestones in both immune medicine and MRD, which were expected by year-end." - On the Genentech IND: "The IND acceptance for immune medicine, obviously, a big swing factor toward the end of the year." - Chad Robins: "record volumes to start the year" — this suggests current activity is high. - Nitin Sood: "our orders per account and institutional accounts increase by 30%. Our community business has grown from 8% of our total business to 15%. And I expect that to be 20% of our 2023 business, and all leading indicators are looking favorable new HCPs accounts grew by 50%, unique patients tested grew by 60%" Now, the question is whether management conveys that the volume of real activity NOW moving through the business has run ahead of what reported results suggest.
NO Numbers reset the ceiling: management says the business has already blown past the size it was designed for, and the com
Original model output from the research archive. It may be verbose or include the model's working notes.
The question asks whether management conveys that the company's real working level of business has already moved to a higher plateau than the level the company was set up to run at — that is, management describes the company as now handling, holding, or committed to a level of activity that its own existing setup was not built for, so that management is currently re-basing the company's internal assumptions, resourcing, or operating norms around the new, higher level rather than the level the reported results reflect. Let me analyze the transcript for evidence of this phenomenon. Key points from the call: 1. MRD clinical volumes grew 51% in 2022, sales team nearly doubled during the year. 2. clonoSEQ test volumes growing consistently, Q4 volume grew 9% from Q3 to 10,526 tests. 3. Ordering healthcare providers and accounts grew 56% and 47% respectively. 4. Community business grew from 8% to 15% of total business. 5. 2023 guidance: revenue 205-215 million, MRD volume growth >50%. 6. OpEx expected to be slightly below 2022 OpEx of 385.5 million. 7. Cash burn expected to be average 40 million per quarter. Now, does management describe the company as having outgrown its setup? Let me look for specific language about strain, capacity, or re-basing. Looking at the transcript: - Chad Robins: "We're off to a great start in 2023. The momentum is building. We're growing revenue, advancing our pipeline, and we're managing our operating expenses." - Tycho Peterson on OpEx: "we continue to place a strong emphasis on leveraging our OpEx" - they're cutting costs, not expanding. - Tycho Peterson: "we expect 2023 OpEx including cost of revenue to be slightly below our 2022 OpEx of 385.5 million. This reflects our ongoing efforts to drive operating efficiencies, while investing behind the projects to support our growth profile with higher returns." This suggests they're managing costs tightly, not that they're straining to keep up with demand. - On the sales team: "we nearly doubled during the year" - this was in 2022, and now they say "we expect the sales team to be twice as more productive this year than last year" - this suggests the team is now in place and being utilized, not that they need to add more. - Nitin Sood: "we've seen, our orders per account and institutional accounts increase by 30%. Our community business has grown from 8% of our total business to 15%.
NO Priced-in pessimism meets a live rebuild: management is arguing against the market's verdict with work already done
Original model output from the research archive. It may be verbose or include the model's working notes.
We need answer YES/NO. Need analyze transcript. Need determine if company clearly operating from low external expectations and management argues with specific operating facts about things already done that business materially better than recent record. Need use only transcript. Let's parse. Adaptive Biotechnologies Q4 2022 earnings call. Company has two segments MRD and Immune Medicine. 2022 revenue 185.3M, growth 20%. Q4 revenue 55.2M +46%. Net loss 200.4M vs 207.3M. Adjusted EBITDA loss 121.6M vs 151.7M. Cash 498M. 2023 guidance revenue 205-215M, OpEx slightly below 2022, burn 40M/quarter. They reorganized in 2022 around two business areas. MRD clonoSEQ volumes grew 51% in 2022, sales force nearly doubled, launched DLBCL, Epic integration. Immune Medicine pharma services grew 67%, Genentech progress. They have long-range plan to profitability 2025. They say "off to a great start in 2023", "momentum building". They are growing revenue, advancing pipeline, managing OpEx. They have capital. Question asks: Is company clearly operating from position of low external expectations? Need see if management's own account makes plain recently performing poorly, shrinking, losing money, out of favor, doubted. They are losing money (net loss, adjusted EBITDA loss). But is that "low external expectations"? They are a growth biotech with losses. The call is not necessarily "low expectations" narrative. Need assess. They mention 2022 was year of key decisions and achievements. They reorganized, established goals, hit deliverables. They strengthened cash with royalty financing. They don't need raise capital. They are confident. Analysts ask about guidance, volume growth, ASP, IRA, etc. No analyst seems to question survival or recovery. They ask about revenue pacing, volume growth, DLBCL contribution, Genentech milestones. There is no "low starting point" visible? They have losses but that's normal. They had T-Detect COVID decline, but they made strategic decision to delay commercialization. They had "T-Detect COVID" revenue decrease. They had "T-Detect" not working? They delayed commercialization efforts of T-Detect as diagnostic test until strong signal data. That is a program/strategy that did not work? They mention "we made the decision in 2022 to delay commercialization efforts of T-Detect as a diagnostic test" due to need strong signal data and reimbursement.
NO Outgrowing the shell: management describes the business pressing against the limits of its own current form
Original model output from the research archive. It may be verbose or include the model's working notes.
The question asks whether management conveys that the business has outgrown some key dimension of the company's own current form, and that management is already changing that form to catch up. Let me scan the transcript for evidence of this. Key points from the call: - Chad Robins: "2022 was a year of key decisions and achievements for Adaptive. We started with the reorganization of the company around two business areas, MRD and Immune Medicine." - This is a reorganization that happened in 2022, which suggests the company was restructured around two business areas. - "We established clear strategic goals for each of these two business areas and executed against these goals by hitting key deliverables throughout the year." This is a reorganization that already happened. But is it described as the company outgrowing its form? The reorganization was at the start of 2022, and the call is about Q4 2022 results. The reorganization is described as a key decision, but is it framed as the business outgrowing its shell? Let me look for more specific language about the company's form being too small. - Chad: "In MRD, clonoSEQ clinical volumes grew 51% versus fiscal year 2021 supported by our fully trained sales team, which we nearly doubled during the year." - This is about growing the sales team, which is incremental expansion. - Tycho on OpEx: "we continue to place a strong emphasis on leveraging our OpEx... there's been a real cultural shift underway here at Adaptive and really, there are no sacred cows." This is about cost management, not about outgrowing a form. Let me look for any language about the company's structure, organization, or processes being too small for the business. The reorganization into two business areas (MRD and Immune Medicine) is mentioned. But is it framed as the business outgrowing the old structure? The call describes it as a "key decision" and "achievement" but doesn't really frame it as the old structure being too small. Let me look for language about scaling, infrastructure, or the company's form being inadequate. - Chad: "We're off to a great start in 2023. The momentum is building. We're growing revenue, advancing our pipeline, and we're managing our operating expenses." This is about growth within the existing setup. - Tycho: "we expect 2023 OpEx including cost of revenue to be slightly below our 2022 OpEx of 385.5 million.
NO Someone else's clock has started running against them: the company is being paid to solve a problem that is already cost
Original model output from the research archive. It may be verbose or include the model's working notes.
We need answer question based only transcript. Need determine if management describes counterparties are already losing something real and ongoing for as long as they do not have what company provides, and that this accumulating loss is already visible in behavior toward company. Need answer YES or NO. We need analyze transcript. Management words about MRD, clonoSEQ, Immune Medicine. Need see if there is "running meter on other side" and "other side already acting like meter running." The question is specific. We need infer from transcript. Key potential: For clonoSEQ MRD testing, patients and physicians? Company provides diagnostic for blood cancer MRD. Are counterparties losing something if they don't have it? Perhaps doctors are treating without knowing MRD status, patients relapse, but management doesn't explicitly describe an accumulating loss on counterparty side as current reality driving behavior. They describe benefits: detect relapse sooner, create precise treatment plan, evidence, guideline inclusion, etc. Growth driven by sales team, launch, community penetration. They mention "no one wants to be first, but no one else wants to be last" rationale, but not specific counterparty losses. Also pharma partnerships: pharma uses clonoSEQ as surrogate endpoint in clinical trials; they pay for testing. Are they losing time/money if not using? They have milestones, but management doesn't describe counterparties as already losing something ongoing due to delay. They describe their own progress, opportunities, growth, but not counterparty running meter. Need answer NO likely. But let's examine thoroughly. Question asks: "On this call, does management describe that ITS COUNTERPARTIES ARE ALREADY LOSING SOMETHING REAL AND ONGOING — money, output, access, standing, time, or an opportunity of their own — FOR AS LONG AS THEY DO NOT HAVE WHAT THIS COMPANY PROVIDES, and that this accumulating loss on the other side is ALREADY VISIBLE in how those parties are behaving toward the company today?" Need answer YES only if both halves present as present-tense reality. Management words: MRD, pharma services. The company provides tests, data, drug discovery. Counterparties: pharma companies, Genentech, patients, physicians. Are they losing something? In pharma services, they deliver data to biopharma customers to inform biomarkers and accelerate drug development.
NO Undersized for what it has already been handed
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 too small for the business it has already been given, based on the transcript. The question asks: does management convey that the company is presently too small for the business it has already been given? That is, real, already-secured or already-arriving business is large relative to the company as it stands today, and the company is visibly working now to become big enough to serve it. We need to check three conditions: (1) The business is already the company's, not something it still has to win. (2) It is out of proportion to the company's present size. (3) The company is visibly growing into it now. Let's analyze the transcript. The company is Adaptive Biotechnologies, with two business areas: MRD (clonoSEQ) and Immune Medicine. The call discusses 2022 results and 2023 outlook. Key points: MRD clinical volumes grew 51% in 2022. They launched clonoSEQ in DLBCL, signed Epic integration. They have a sales team nearly doubled. They have a three-pronged strategy: blood-based testing, DLBCL growth, and expanding clinical use cases. They mention record orders in the past month. They expect over 50% volume growth in 2023. They have a long-range plan to achieve profitability in 2025. Immune Medicine: pharma services grew 67% in 2022. Drug discovery with Genentech: two cell therapy programs, first candidate expected to go to clinic. They delivered two additional shared TCR data packages. They are also working on internal autoimmune programs. Now, does management convey that the company is too small for the business it already has? Let's look for evidence. First, is there a sense that the business already secured is large relative to the company's current size? The company's revenue in 2022 was $185.3 million. They expect 2023 revenue of $205-215 million. That's about 10-15% growth. Not huge. But they expect MRD volume growth over 50%. However, that is from a base. They mention penetration is only about 5% in multiple myeloma, less than 5% in CLL. So there is a lot of room. But is that "already secured" business? They talk about record orders, but that is recent. They talk about the sales team being more productive. They talk about community penetration increasing from 8% to 15% and expected to be 20% in 2023. That is growth, but is it out of proportion? They are growing, but they are not saying they are overwhelmed.
NO Same asset, new use: management describes redeploying something the company already owns into a materially higher-value
Original model output from the research archive. It may be verbose or include the model's working notes.
We need to determine if management describes a current repurposing of an existing asset to a more valuable use, already in motion. Key elements: existing thing redirected to new purpose, with better economics, already happening. In the transcript, there is discussion of T-Detect. Chad Robins says: "we made the decision in 2022, to delay commercialization efforts of T-Detect as a diagnostic test, until we have strong enough signal data... But that said, we kind of have this really nice opportunity to leverage the data and continuing to develop that antigen mapping data for both pharma services and in our internal efforts in drug discovery." This is about leveraging existing data (T-Detect data) for pharma services and drug discovery. Is that a repurposing? T-Detect was originally a diagnostic test for COVID or other. Now they are using the data for pharma services and drug discovery. That is a change of purpose for existing data/capability. Is it more valuable? They say "nice opportunity" but not explicitly "substantially better economics". However, they are redirecting it to pharma services and drug discovery, which are core revenue areas. But is it already in motion? They say "we kind of have this really nice opportunity to leverage the data" - sounds like they are doing it. But is it a major repurposing? The question asks for ONE coherent phenomenon. This might be it. But also consider the MRD business: they are expanding into DLBCL, blood-based testing, etc. That is growth within existing use, not repurposing. Another possibility: The company's platform (immune sequencing) is used for both MRD and immune medicine. But that's not a repurposing; it's the same platform. The T-Detect data repurposing seems to fit: existing data (from T-Detect) is now being used for pharma services and drug discovery, which are more valuable than the diagnostic test. But is it "materially more valuable"? They don't explicitly say that, but they are shifting focus away from T-Detect as a diagnostic to using the data for other purposes. However, they also say they delayed commercialization until they have strong signal data, so they are not abandoning it entirely. But the repurposing is real. But the question requires that management conveys that the new use is meaningfully more valuable. They don't explicitly say that. They say "nice opportunity" - that's not strong.
NO Break from their own history: management says the current business no longer follows the company's own past pattern — fo
Original model output from the research archive. It may be verbose or include the model's working notes.
We need to determine if management explicitly frames the present business as a positive departure from the company's own historical pattern, anchored in current operating facts. Let's scan the transcript for management statements. Chad Robins: "We're off to a great start in 2023. The momentum is building. We're growing revenue, advancing our pipeline, and we're managing our operating expenses." That's general. Later: "We are off to a great start this year with clinical clonoSEQ orders at a record high for us in the past month." That's a specific claim: "record high for us in the past month" - that's a self-comparison to own history, and it's about current orders. But is it framed as a departure from historical pattern? It says "record high" - that is a superlative. But is it just a passing superlative? The context: "We are off to a great start this year with clinical clonoSEQ orders at a record high for us in the past month." That is a specific fact. But does management elaborate that this is a departure from the company's own historical pattern? They say "record high" which implies it's the highest ever. That is a self-comparison. But is it a meaningful characterization of the period? It's a single mention. However, there are other statements. Nitin Sood: "2023 is off to a very strong start. And I am very confident that we grow volumes that greater than 50% off a larger base business this year." That's a projection, not a current fact. Chad Robins earlier: "As you can see on Slide 3, 2022 was a year of key decisions and achievements... We started with the reorganization... We established clear strategic goals... We also strengthened our cash position... Both of our business areas achieved significant progress and finished the year strong." That's about 2022. Look for explicit self-comparison that breaks the pattern. For example, "unlike anything we've seen before" or "we've never seen this level of demand" etc. In the transcript, there is a statement from Chad Robins: "I think I'm seeing, and I don't know, we can agree on this, but MRD in general is becoming a much more accepted by healthcare providers. It took a long time to get here. And I actually think even a lot of the noise around MRD and solid tumors, and just kind of a nomenclature and understanding kind of what the assay is, and no one wants to be first, but no one else wants to be last.
NO Physical throughput records at the operating level, told in operating units
Original model output from the research archive. It may be verbose or include the model's working notes.
We need to determine if management reports that physical/operational output has just reached the highest level in company history or a clear step above prior operating range, grounded in specific operating quantities achieved in recent period, and indicates output expected to continue rising because drivers are still building. From transcript: Chad Robins says "we are off to a great start this year with clinical clonoSEQ orders at a record high for us in the past month." That's about orders, not necessarily delivered tests. Also they mention record volumes to start the year. But the question is about physical output like tests delivered. They report Q4 volume of 10,526 tests delivered, up 9% from Q3, and 54% YoY. But is that a record? They don't say "highest ever" for that quarter. They say "off to a great start this year with clinical clonoSEQ orders at a record high for us in the past month." That's orders, not delivered. Also "record volumes" mentioned by Chad: "we're seeing kind of record volumes to start the year." That could be interpreted as record orders or volumes. But is it a clear step above prior operating range? They say Q4 volume 10,526, Q3 was maybe less. But no explicit "record" for delivered tests. The question asks if management reports that output has JUST REACHED THE HIGHEST LEVEL IN COMPANY'S OWN HISTORY. They mention record orders in the past month, not necessarily the quarterly delivered volume. Also they say "clinical clonoSEQ orders at a record high for us in the past month." That is a record level of orders, but that's not the same as tests delivered. Also they say "record volumes" but vague. Need to see if they attribute to ongoing drivers and expect continuation. They do say "momentum is building" and expect 50% volume growth in 2023. But the specific achievement is orders at a record high in the past month, not full quarter. Also they mention "record high" in context of orders, not output. The question asks for physical/operational output like units produced, shipped, delivered, etc. Orders are not output yet. Also they say "record volumes" but not clear. Also they report Q4 volume growth but not as record. So likely NO because the record is about orders, not delivered output, and also it's a recent month, not the just-reported quarter. Also they don't explicitly say it's the highest in history for delivered tests.
YES Playing offense from strength: management is choosing the harder, bigger path from a position of current momentum
Original model output from the research archive. It may be verbose or include the model's working notes.
The question is: Does management convey that the business currently has genuine operating momentum — results, demand, or execution that management itself treats as strong right now — AND, rather than ...YES The transcript shows clear operating strength in both MRD (51% volume growth, record Q4 volumes, 56-63% growth in accounts/patients, record orders) and Immune Medicine (67% pharma services growth, strong Q4 revenue), with management describing "momentum is building," "off to 2023 great start," "setup for MRD business is strong," and "solid performance" while managing OpEx. This is converted into a bigger push: reorganization around MRD/Immune Medicine with strategic goals, nearly doubling sales force, launching clonoSEQ in DLBCL (December), Epic EMR integration (forth 2023), three-prong strategy for clonoSEQ penetration (blood testing, DLBCL growth, clinical use cases), targeting 20% community business in 2023, and advancing Genentech programs plus internal autoimmune drug discovery—all framed as deliberate expansion from current wins, not continuation or defense. The long-range plan 2025 profitability and no-capital-need reinforce using strength for scaled ambition already in motion. This meets both criteria. NO if it were just steady execution without the new-market/expansion actions described. But here, DLBCL launch, community ramp, and drug discovery are concrete, resource-committed steps from strength. So YES. (high confidence in transcript alignment, minor deduction for interpretive nuance on "materially bigger"). (high confidence in transcript alignment, minor deduction for interpretive nuance on "materially bigger"). (high confidence in transcript alignment, minor deduction for interpretive nuance on "materially bigger"). (high confidence in transcript alignment, minor deduction for interpretive nuance on "materially bigger"). (high confidence in transcript alignment, minor deduction for interpretive nuance on "materially bigger"). (high confidence in transcript alignment, minor deduction for interpretive nuance on "materially bigger"). (high confidence in transcript alignment, minor deduction for interpretive nuance on " (high confidence in transcript alignment, minor deduction for interpretive nuance on "materially bigger"). (high confidence in transcript alignment, minor deduction for interpretive nuance on "materially bigger").
NO Operator fluency on fresh ground: management answers probing questions about a new driver with unhesitating operational
Original model output from the research archive. It may be verbose or include the model's working notes.
We need to determine if the dynamic described is present. The question asks: when analysts probe a recently emerged positive element of the business — something whose meaningful contribution began only within roughly the last few quarters — does management respond with unhesitating, granular operational command, answering follow-up questions with specific, present-tense working detail, while conveying that the element's contribution is still early? Answer YES if all conditions met. We need to identify a recently emerged positive element. The call discusses MRD growth, DLBCL launch, Epic integration, blood-based testing, community penetration, etc. Which one is "recently emerged" and probed by analysts? Possibly DLBCL launch (launched at ASH in December 2022, so very recent). Also Epic integration (signed agreement, expected back half). Also community penetration? But that's been growing. Analysts ask about DLBCL contribution, community wins, blood-based testing. Let's examine the exchanges. First, Derik De Bruin asks about revenue pacing, mentions DLBCL coming in back half. Chad responds with general guidance, mentions milestones, IND acceptance, etc. Not granular operational detail. Then David Westenberg asks about volume growth, tough comp, asks about Epic and DLBCL contribution. Nitin Sood responds with general statements about penetration, growth drivers, sales team, etc. He mentions "orders per account and institutional accounts increase by 30%", "community business grown from 8% to 15%", "expect to be 20%", "new HCPs accounts grew by 50%", "unique patients tested grew by 60%", "multiple myeloma key growth driver", "data readouts", "sales team effectiveness". This is somewhat specific but not deeply operational in terms of how it's being produced, delivered, staffed, scheduled, priced, scaled. It's more high-level metrics and expectations. Then Daniel Brennan asks about clinical trials and adoption in blood. Nitin responds with specifics about blood usage percentages, studies, conferences. That's somewhat granular but still not deep operational detail. Then Julia Cheng asks about ASP and private payer conversations. Nitin gives specifics about ASP growth, contractor rate, Medicaid plans, collection performance, coverage for DLBCL. That's operational. Then Mark Massaro asks about DLBCL contribution and asks for incremental contribution.
NO The bridge is already built: management walks investors from today's numbers to a bigger business using only pieces alre
Original model output from the research archive. It may be verbose or include the model's working notes.
We need to determine if management's explanation of the near-term future is built primarily out of specific pieces already secured or in motion, such that the reported results understate the locked-in business. Let's analyze the transcript. Management discusses MRD and Immune Medicine. For MRD, they mention: clonoSEQ clinical volumes grew 51% in 2022, launched in DLBCL, signed Epic integration, expanded sales force. For 2023, they expect over 50% volume growth, ASP increase, milestones. They mention record orders to start the year. They talk about community penetration increasing, blood-based testing, etc. They also mention specific data readouts and conferences. For Immune Medicine, they mention Genentech partnership, with IND acceptance expected by year-end, which is a milestone. They also mention internal programs in autoimmune. The question: Does management build the forward explanation primarily out of specific pieces already secured or in motion? They mention DLBCL launch, Epic integration, sales force expansion, record orders, milestones from existing partnerships, Genentech IND acceptance (which is a milestone but not yet achieved? Actually they say "we are focused on speed to the clinic" and "we expect to file" but the IND acceptance is a milestone that is contingent on FDA approval? They say "we are optimistic about the potential of Genentech advancing the first candidate into the clinic." That is not secured. They also mention "we delivered two additional shared TCR data packages for Genentech's consideration" - that is still under consideration. So that is not secured. For MRD, they have record orders, but that is current demand. They have Epic integration scheduled for back half, DLBCL launch already done, but contribution is expected in back half. They have milestones expected, but those are risk-adjusted. They also mention ASP increases from pricing agreements, but those are ongoing. The key is whether the forward story is built on specific pieces already committed. The DLBCL launch is done, but the contribution is expected later. Epic integration is scheduled. Sales force is already in place. But are these "secured"? The DLBCL launch is a product launch, but the revenue from it is not yet realized. The Epic integration is a scheduled event, but its contribution is not guaranteed. The milestones are contingent on events.
NO Priced for a smaller company: management is quietly telling investors the business has already outgrown what the numbers
Original model output from the research archive. It may be verbose or include the model's working notes.
We need to determine if management conveys that outsiders are currently underweighting something the company has already done, and if they point to a concrete, already-completed or already-operating piece of the business whose contribution is still largely ahead of reported results. Let's analyze the transcript. The call is about Q4 2022 earnings. Management discusses MRD and Immune Medicine. They talk about growth, milestones, etc. Key points: - They mention that clonoSEQ clinical volumes grew 51% in 2022, and they expect >50% volume growth in 2023. They say they are off to a great start in 2023 with record orders. - They mention DLBCL launch and Epic integration as back-half drivers. - They mention that they have a strong capital position and don't need to raise capital. - They talk about drug discovery with Genentech, and internal programs. Now, does management convey that outsiders are underweighting something the company has already done? Look for statements about how the company is perceived, valued, measured, etc. In the Q&A, there are questions about volume growth, ASP, etc. Management responds with confidence. But is there a specific claim that the market is not appreciating something already in place? One notable point: In response to a question about volume growth, Chad Robins says: "we're seeing kind of record volumes to start the year. And so, we want to be both be conservative and putting that out, greater than 50% leaves a lot of room on the upside too." That's not exactly a perception gap. Another point: In response to a question about the 2023 guide, Tycho Peterson says: "we're not going to give specific guidance around immunoSEQ or academic or some of the sub-segments." Not a gap. Look for management saying that the market is still modeling an older version, or that reported figures understate current reality. In the prepared remarks, Chad Robins says: "We're off to a great start in 2023. The momentum is building. We're growing revenue, advancing our pipeline, and we're managing our operating expenses." That's positive but not a perception gap. In the Q&A, there is a question about the 50% volume growth and whether it's a tough comp. Nitin Sood says: "I just want to remind everyone that our current penetration is about 5%. So there's a lot of room for us to grow." That's about market opportunity, not a perception gap.
NO The economics improved before the volume arrived
Original model output from the research archive. It may be verbose or include the model's working notes.
The question asks whether management conveys that the company has recently achieved a structurally better profit-making setup — meaning per-unit economics have already stepped up — AND that the volume which will flow across that improved setup is still mostly ahead, with real current evidence that it is coming. Let me analyze the transcript for both halves: **Half 1: Per-unit economics have already stepped up** Looking for evidence that management describes the company keeping more from each sale/unit than it used to, through better mix, cost structure, delivery model, or pricing already achieved, presented as an observed fact of the recent period. From the transcript: - Tycho Peterson on OpEx: "we continue to place a strong emphasis on leveraging our OpEx. Total operating expenses for the fourth quarter were 94.4 million, representing 5% decrease from 99.5 million in the same period last year." - "we expect 2023 OpEx including cost of revenue to be slightly below our 2022 OpEx of 385.5 million. This reflects our ongoing efforts to drive operating efficiencies" - On ASP: "ASP is nearly $1,100 per test and we expect it to continue to grow annually in the mid-single digit. As we finalize pricing agreements with non-contracted payers and improved collection performance." - Nitin Sood: "we've seen sort of a steady ASP growth for clonoSEQ over the past couple of years. And we anticipate that growth to continue in the mid-single digit range over the next two to three years and trend towards $1700 per test" Wait, the ASP growth is described as ongoing and expected to continue, not necessarily as a step-change already achieved. The ASP is $1,100 and expected to grow mid-single digit — that's a gradual trend, not a step-up. On cost structure: Tycho mentions "clono enhancement, leveraging lower sequencing costs, DNA extraction costs, cloud compute, real estate, these are all ongoing initiatives" — these are ongoing, not necessarily already achieved step-changes. Hmm, but the OpEx reduction in Q4 2022 vs Q4 2021 is an observed fact — 94.4M vs 99.5M, a 5% decrease. And they expect 2023 OpEx to be slightly below 2022. So there is cost reduction already visible. But is this a "structurally better profit-making setup" where the company "earns meaningfully more per unit of activity than it recently did"? The ASP growth is mid-single digit and gradual.
NO Cornered by one hard problem: management describes the company organized around solving a specific difficulty most other
Original model output from the research archive. It may be verbose or include the model's working notes.
We need answer YES/NO. Need analyze transcript. Need determine if management describes company organized around solving one particularly difficult problem that others haven't solved, routinely fail at, avoid, and convey currently succeeding in real operations. We need use only transcript. Let's parse. Company Adaptive Biotechnologies. Two business areas MRD and Immune Medicine. MRD clonoSEQ gold standard for MRD in blood cancers. They mention moats: best in class sensitivity, broad coverage, clinical evidence, guideline inclusion, pharma use surrogate endpoint. They have nearly doubled sales force, expanded DLBCL, Epic integration. Execution and driving penetration. They discuss volumes, ASP, etc. Immune Medicine: platform ability to sequence, map, characterize T cell and B cell receptors at scale. Pharma services and drug discovery. Drug discovery with Genentech in cell therapy, internal autoimmune. They are making progress, but not yet clinic? They mention "We are optimistic about potential of Genentech advancing first candidate into clinic." "For first shared TCR candidates selected by Genentech, we are focused on speed to the clinic." "fully personalized program having established prototype with more than 60 patients, we successfully identified and characterized T cell receptors to patients specific tumor mutations. We also completed end-to-end process runs to start to define early product development. This year, we are focused on standardizing and optimizing our process towards future clinical readiness." So drug discovery is still development, not current live operations? But pharma services is current. Question asks: Does management describe company as organized around solving one particularly difficult problem that others in market have not solved, routinely fail at, or avoid altogether — and convey that company is currently succeeding at that hard thing in real, live operations? Need identify if they name a hard problem at center. They mention "clonoSEQ is gold standard for MRD in blood cancers. Over last decade, we have built strong moats around clonoSEQ that provide significant competitive advantages including best in class sensitivity, broad coverage, clinical evidence, guideline inclusion, and pharma uses of surrogate endpoint in clinical trials." This is a moat/proprietary but not necessarily "hard problem" described.
Showing the latest 18 of 218 archived research questions.
These archived questions are separate from the newer 500-check scan above.
ADPT call history
Open a quarter only when you want its detailed evidence.
A Q1 2025 · Exceptional call · 2025-05-01Management raised guidance against accelerating demand and expanding margins. The delivery was unusually candid, rich in specifics, relaxed under questioning.
A Q4 2024 · Exceptional call · 2025-02-11Management held guidance steady against accelerating demand and expanding margins. The delivery was unusually candid, rich in specifics, relaxed under questioning.
View the 20 core call-quality checks
B+ Q3 2024 · Strong call · 2024-11-07Management raised guidance against accelerating demand and expanding margins. The delivery was unusually candid, rich in specifics.
View the 20 core call-quality checks
B+ Q2 2024 · Strong call · 2024-08-01Management raised guidance against accelerating demand and expanding margins. The delivery was unusually candid, rich in specifics, relaxed under questioning.
View the 20 core call-quality checks
B+ Q1 2024 · Strong call · 2024-05-07Management raised guidance against accelerating demand and expanding margins. The delivery was unusually candid, rich in specifics.
View the 20 core call-quality checks
C Q4 2023 · Caution · 2024-02-14Management held guidance steady against accelerating demand and expanding margins. The delivery was unusually candid, rich in specifics.
View the 20 core call-quality checks
F Q3 2023 · Very weak call · 2023-11-09Management lowered guidance against mixed demand signals and contracting margins. The delivery was rich in specifics.
View the 20 core call-quality checks
View 21 earlier calls
| Call | Date | Grade | Guidance | Demand | Margins | Candor | Evasion |
|---|---|---|---|---|---|---|---|
| Q2 2023 | 2023-08-02 | C+ | maintained | mixed | expanding | 7/9 | 3/9 |
| Q1 2023 | 2023-05-03 | C | maintained | accelerating | contracting | 6/9 | 3/9 |
| Q4 2022 | 2023-02-14 | C | maintained | accelerating | stable | 6/9 | 3/9 |
| Q3 2022 | 2022-11-03 | C | lowered | accelerating | expanding | 7/9 | 3/9 |
| Q2 2022 | 2022-08-03 | C | maintained | accelerating | contracting | 7/9 | 3/9 |
| Q1 2022 | 2022-05-04 | C | maintained | accelerating | contracting | 6/9 | 2/9 |
| Q4 2021 | 2022-02-15 | C | none | accelerating | contracting | 7/9 | 4/9 |
| Q3 2021 | 2021-11-04 | C+ | maintained | mixed | contracting | 7/9 | 4/9 |
| Q2 2021 | 2021-08-04 | B+ | raised | mixed | contracting | 7/9 | 3/9 |
| Q1 2021 | 2021-05-05 | C | maintained | accelerating | contracting | 7/9 | 3/9 |
| Q4 2020 | 2021-02-25 | D | none | mixed | contracting | 6/9 | 4/9 |
| Q3 2020 | 2020-11-10 | C | withdrawn | mixed | contracting | 7/9 | 2/9 |
| Q2 2020 | 2020-08-10 | C | withdrawn | mixed | contracting | 6/9 | 2/9 |
| Q1 2020 | 2020-05-12 | D | withdrawn | slowing | unclear | 7/9 | 3/9 |
| Q4 2019 | 2020-02-26 | A | none | accelerating | contracting | 7/9 | 2/9 |
| Q3 2019 | 2019-11-12 | B+ | raised | accelerating | unclear | 7/9 | 2/9 |
| Q2 2019 | 2019-08-14 | C+ | maintained | accelerating | contracting | 6/9 | 3/9 |
| Q3 2016 | 2016-11-02 | F | lowered | mixed | contracting | 8/9 | 3/9 |
| Q2 2016 | 2016-07-21 | F | maintained | mixed | stable | 6/9 | 4/9 |
| Q1 2016 | 2016-04-20 | D | maintained | accelerating | expanding | 6/9 | 5/9 |
| Q4 2015 | 2016-02-24 | D | none | accelerating | stable | 6/9 | 5/9 |