We need to determine if management describes that the physical/operational side is running at a higher level than the financial side recognizes. The transcript is about Apollo Commercial Real Estate Finance, a REIT. They originate loans, invest in real estate debt. The "physical" side would be loan originations, fundings, construction projects, etc. But the question asks about "real work" going out the door, like production, delivery, etc. For a finance company, the "work" is deploying capital, making loans. The revenue is interest income. There is a timing difference between funding a loan and recognizing interest income? But that's normal. The question specifically asks about a situation where the company is producing more than revenue reflects because money lands later. For a lender, when they fund a loan, they start earning interest immediately. So revenue tracks the loan balance. There might be a ramp-up period after a capital raise where they have cash not yet deployed, so earnings are lower until they invest. But that's not "real work" going out the door; it's just deploying capital. The transcript mentions: "We expect operating earnings for Q1 to be impacted by the December capital raise and ramp up during the year." That means they raised capital but haven't invested it yet, so earnings are lower. That's the opposite: they have money but not yet deployed. The question asks about physical output ahead of revenue. For a lender, the "output" is loans funded. They originated $1.4 billion in 2016, but that's already reflected in the portfolio. They mention "Since January, ARI’s has already close to $200 million of new investments" - that's new investments, but they will start earning interest immediately. So no deferred revenue. They also mention construction loans, but the interest accrues. There is no situation where they are doing work now and revenue comes later. The only possible thing is the condominium loans where they are building and selling units, but that's the borrower's business, not ARI's. ARI is the lender. So the answer is NO. The transcript does not describe any operational output ahead of revenue recognition. The company is a finance company, and its revenue is interest income, which accrues as loans are outstanding. There is no gap. The mention of "ramp up" is about deploying capital, not about work done ahead of revenue. So answer NO.
Apollo Commercial Real Estate Finance, Inc.
The call grade, management's tone measured against 177,437 other calls, what changed since the quarter before, and every one of the 500 checks.
This is the current report. Unlock its call read, expected move size, and all 500 answers.
- Does the operator use the phrase "next question" at least three times?
- Does the transcript contain the phrase "next question" at least twice?
- Does an analyst preface a question with "quick" or "quickly"?
- Does management say "we are not going to comment on" or equivalent refusal language?
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.
NO Does an executive answer a question by describing a process rather than an outcome?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is there a question the executive answers with a question back to the analyst?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone compare the company to an unnamed "competitor" or "peer" rather than naming it?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone use "historically" or "traditionally" while defending a current practice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is a departure, transition, or role change mentioned only in passing without a thank-you or tribute?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone reference a private conversation ("as I told...", "as we discussed offline")?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the transcript contain the phrase "next question" at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does an analyst ask a question spanning more than five sentences?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any analyst ask a question containing multiple sub-questions (three or more)?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the CEO answer a question personally after another executive initially responds?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker use the phrase "if you look at" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst preface a question by summarizing the company's stated results?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any speaker use the word "obviously" at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does any analyst say "congrats" or "congratulations" to management?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is the word "scale" or "scaling" used as a verb?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst ask a question beginning with a number ("two questions", "three quick ones")?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any analyst say "thank you" before asking their question?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any analyst name two or more executives when asking their question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "outperform," "outperformance," or "beat" appear?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone say "the environment" when describing market conditions?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any executive use the word "momentum" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive begin an answer with "Great question," "Thanks," or "Appreciate"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CFO use the phrase "adjusted" or "non-GAAP" at least three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any speaker say "thank you" more than three times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any speaker say "with that" as a transition phrase?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone use the phrase "on a comparable basis" or "adjusted for"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker say "moving to" or "turning to" when changing topics?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any speaker say "over to you" or "I'll turn it over"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any speaker say "operator" aloud during the call?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does anyone repeat the same stock phrase three or more times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone use the phrase "as you know" to introduce a claim?
The 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 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.”
NO Does the call end without any closing statement from the CEO?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is there a request to move the call along or to the last question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive answer a question with another question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive mention the weather?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone describe a negotiation currently in progress?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does an executive describe a competitor with anything resembling respect?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the operator announce more than ten questioners in the Q&A?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone use the phrase "kind of" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any question include the word "color"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the CEO deliver the opening remarks rather than the CFO or IR head?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone say "if I may" or "if you don't mind"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any executive's first sentence include the word "revenue"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst use the word "clarification" or "clarify" in a question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any question contain the phrase "color on" or "some color"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the operator use the phrase "our final question" before closing?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone say "let me" at least three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "aggressive" or "aggressively" appear at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst ask a question referencing "the puts and takes"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone use the phrase "to be clear"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst's question include a compliment followed by "but"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.”
YES Does anyone say "for the benefit of" or "just to remind" when restating context?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone use the phrase "early days"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "journey" appear?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.
NO Does the word "growth" appear at least ten times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone use the phrase "a couple of"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does an analyst ask about capital allocation or buybacks?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does management use the word "strong" 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 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.
NO Does management use the word "confident" or "confidence" 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 phrase "record" appear at least twice in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "team" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management promise to follow up or take a question offline?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker say "we're excited about" or "we're pleased with"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Do two or more analysts from the same firm ask questions?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone use the phrase "moving forward" or "go forward"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does management mention a specific number of stores, locations, or markets?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone use the word "folks"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone say "thank you" more than five times in total?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive use the phrase "we believe"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the operator use the phrase "next question" at least three times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any analyst mention a specific percentage figure in their question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "quarter" appear in at least ten questions or answers during the Q&A?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does at least one analyst ask a question about margins or costs?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the CEO answer the majority of analyst questions personally?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any analyst ask a question phrased as "Can you talk about" or "Can you speak to"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the CFO speak during the Q&A portion at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any question reference a specific quarter (e.g., "fourth quarter") by name?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the operator interrupt the Q&A to announce time is limited or that this will be the last question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst ask a question beginning with "just" (e.g., "just curious")?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst ask about a specific dollar amount or number stated in the prepared remarks?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.”
NO Does the CFO answer at least one question without the CEO speaking first?
The 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 an explicit comparison to a competitor company?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.
YES Does an analyst ask about capital allocation (capex, buybacks, M&A, or dividends) in one question?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the phrase "color" appear (e.g., "add some color") in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "guidance" appear at least five times in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any question contain the word "why"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any speaker say "I think" at least three times within a single answer?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any executive begin an answer by restating the analyst's name?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any executive's answer exceed 300 words in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the CEO answer the first analyst question personally?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the word "obviously" appear in the transcript?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the transcript contain the word "margin" more than ten times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive begin an answer with "So" as the first word?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the phrase "if I may" or "if I could" appear?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any executive say "let me" at least once?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any question contain the word "specifically"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.”
NO Does management mention "margin" or "margins" 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 word "definitely" used by any speaker?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "seasonality" appear?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.”
NO Does anyone use the word "leverage" as a verb 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 use the word "team" when referring to employees?
The 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 said" or "having said that" to introduce a caveat?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst's question include the phrase "going forward"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive say "great question" at any point?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone say "we remain confident" or "we are confident"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any executive say "thank you" immediately after finishing an answer?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does an executive cite a specific dollar figure greater than one billion?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any analyst's question contain the word "curious"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does an analyst reference a specific prior quarter by name (e.g., "last quarter")?
The 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 "obviously" two or more times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any analyst ask a follow-up in the same turn after their first answer?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any analyst ask about a specific geographic region or market?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst ask a question that includes the phrase "long term" or "long-term"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "margin" or "margins" appear at least five times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "opportunity" or "opportunities" appear at least three times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does an executive say "we'll come back to that" or defer an answer to a follow-up?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.
NO Does the CFO use the phrase "free cash flow" at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any executive use the word "momentum"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the CEO mention at least one specific customer segment by name (e.g., "enterprise")?
The 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 "take your question" or "take the question" appear?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst introduce themselves by name before asking their first question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone say "including" at least three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management reference "the macro environment" or "macroeconomic" at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any executive reference "our team" or "the team" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the operator announce more than one analyst from the same firm?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.
NO Does an analyst ask a two-part question containing the word "but"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone ask a follow-up question in the same turn after their first question is answered?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does anyone answer "yes" or "no" as the first word of a response?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone say "thank you" at least ten times in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive use the phrase "if you look at" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst begin their question with "Hi" or "Hello" as a greeting?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone say "we are excited about" without naming a number?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst reference a peer company's results or valuation?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker use the phrase "just to clarify" or "just to be clear"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management use the word "headwind" or "headwinds"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker use the word "tailwind" or "tailwinds"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any speaker use the word "momentum"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the word "investments" appear in the context of margins or costs?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone mention "FX" or "foreign exchange"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "efficiency" or "productivity" 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 an analyst thank the executives or congratulate them before asking a question?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does an executive say "great question" or "thanks for the question"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does an executive say "as we said last quarter" or reference a prior call?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the phrase "going forward" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management use the word "levers" when discussing actions?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management thank analysts by name at any point after a question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone say "we'll take that offline" or offer to follow up after the call?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does management use the word "committed" regarding a target?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CEO's prepared remarks mention "macro" or "macroeconomic"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone use the phrase "the vast majority"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "temporary" or "transitory" appear?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Is an analyst's question answered with "great question" or similar?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is there a questioner from an investment bank other than the first three analysts who ask questions?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any analyst ask a question that includes a reference to a specific dollar figure?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone say "thank you" at least ten times across the call?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the phrase "thank you for taking my question" or "thanks for taking my question" appear?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.
YES Does the CEO personally deliver the closing remarks of the call?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the CEO's prepared remarks contain the word "team" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any speaker use the phrase "moving on" or "with that" to transition between topics?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the phrase "in terms of" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO First-person singular ("I believe," "I think") used more by the CFO than the CEO.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO A single question receives answers from two different executives.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES A hedge word ("maybe," "sort of") appears inside a direct quantitative claim.
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does any executive defer a question to another executive by name?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Someone uses the word "honestly," "frankly," or "to be clear."
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone use the word "ecosystem" or "platform" without a number attached?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the transcript contain the word "certainly" three or more times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone begin an answer by restating or paraphrasing the analyst's name?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does an analyst reference a competitor by name during their question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does a speaker say "let me" at least twice in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO The transcript contains an apology unrelated to financial results.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO The word "challenge" is spoken more often than "opportunity."
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "seasonality" or "seasonal" appear?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.”
NO Does anyone mention "weather" as a factor affecting results?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive say "thank you" to the analyst before answering a question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker say "great question" or similar praise of a question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO The final question is answered noticeably shorter than the opening ones.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone say "we remain" followed by a verb (e.g., "we remain committed")?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive cite a conversation with a customer that has no verifiable specificity (unnamed, undated, unquantified)?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the transcript contain a sentence that begins with "What I would say is"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any question mention a specific percentage or dollar figure?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the CEO personally answer more questions than any other executive?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the operator say "our final question" or similar?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "opportunity" or "opportunities" appear at least five times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the word "clearly" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "leverage" appear as a verb at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst's first name get used by an executive when thanking them?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the operator announce more than five questioners?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Are there more than ten analyst questions in total?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the operator use the phrase "our next question comes from" more than three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Are the CEO's prepared remarks longer than the CFO's, judged by speaker turns on the transcript page?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does management say "we are not going to comment on" or equivalent refusal language?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Does the CFO's prepared section exceed the CEO's in number of paragraphs?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the CEO personally answer more than half of the analyst questions?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any analyst mention the word "margin" in their first question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Executive uses the word "excited" more than twice.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any analyst ask a multi-part question containing three or more distinct questions?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does an analyst begin with a compliment, such as "great quarter" or "congrats"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive say "we said" when recalling prior statements?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any analyst begin their turn with "thanks" or "thank you"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the word "headwind" or "tailwind" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "synergies" appear?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst address a question to two or more executives by name?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "capital" appear at least five times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does anyone say "we are pleased" or "we're excited"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone use the word "leverage" (financial or metaphorical)?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does an analyst thank management before asking their question?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.
NO Does management use the word "leverage" or "leveraging" 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 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.”
NO Does management use the phrase "we believe" at least three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Speaker says "we don't guide" on anything.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CFO use the word "quarter" at least ten times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker say "thank you" more than five times in total?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "macro" or "macroeconomic" appear at least twice in the call?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the transcript contain the word "typically" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive state they will "come back to" a question or follow up later?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management thank analysts for their questions at any point during Q&A?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Speaker admits being surprised by anything.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker use the phrase "going forward"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management use the phrase "going forward" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone say "stability" or "stable" when describing demand?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Word "normal" used about demand.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive say "stay tuned" or "more to come"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management describe a cost program, restructuring, or efficiency initiative by a proper name?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CFO's prepared section mention interest expense by name or figure?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "volatility" appear?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Executive mentions a hobby or personal anecdote.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "pipeline" appear without a dollar figure attached?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the phrase "the macro" or "macro environment" appear?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the phrase "our team" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive say "great question" or "good question" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker say "we remain" followed by an adjective?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management thank analysts by name when responding?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is the word "flexibility" or "flexible" 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 "takeaway," "take out," or "take rate"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Analyst compliments the team before asking a question.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker use "we're" where "we are" could substitute, more than twenty times overall?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any analyst reference the CEO or CFO by first name?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone say "obviously" at least three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone use the word "pipeline" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone say "moving on" or "let me turn it over" during prepared remarks?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst ask a question starting with "just"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone say "headwind" or "headwinds" more than once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst use the phrase "to clarify"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any executive use the phrase "year over year" at least three times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does an executive cite a conversation with a customer, partner, or employee as evidence?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any question go to a named executive other than the CEO or CFO?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive say "to be clear" or "let me be clear"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone mention a competitor by name without being prompted?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.
NO Does any question explicitly reference the company's prior guidance or outlook?
The 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 "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.
NO Does the word "invest" or "investment" appear at least five times in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CFO handle a strategic question instead of a financial one?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst flatter management within their first sentence of speaking?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst ask two questions when told to ask only one?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.”
NO Does anyone say "excited" or "pleased" at least twice in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "guidance" appear in the prepared remarks (not just 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 Is the word "margin" used with a number attached (e.g., "400 basis points")?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the transcript contain the word "record" preceding a noun (e.g., "record margin")?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive answer a question by citing a competitor's actions?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "macro" or "macroeconomic" appear in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "challenges" appear more than once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the CEO begin an answer with "look" or "listen"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the word "inflation" appear anywhere in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Is there a pause or silence acknowledged on the call ("I think we lost you")?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does an executive name a specific competitor during the call?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "challenges" appear at least three times in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone say "we don't break that out" in response to a question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone describe a metric as "noisy" or "lumpy"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive mention a specific number of percentage points when discussing market share?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does a speaker correct a figure they themselves just stated?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CEO refer to a competitor by name rather than "competition" or "peers"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CEO mention their own tenure or years of experience unprompted?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone use the phrase "the team" when taking ownership would be natural?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone blame weather, holidays, or calendar quirks unprompted?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone cite a personal anecdote involving a customer conversation?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone use the phrase "a little bit"?
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 CFO the speaker for at least one analyst question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "guidance" 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 anyone say "we're excited" or "we are excited"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "dividend" appear?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Is the word "invest" or "investment" used more than twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "invest" or "investment" appear at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone cite a percentage of revenue from a specific segment?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "challenge" or "challenging" appear at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone describe cutting discretionary spending like travel or hiring?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the phrase "year over year" appear?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the word "liquidity" appear at least once?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the transcript mention refinancing, maturity dates, or debt coming due?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does anyone mention selling assets, real estate, or equipment to raise cash?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone reference "the macro" or "macro environment"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Is the word "capacity" mentioned?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does management thank analysts at any point?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone reference borrowing from a bank or drawing on a credit facility?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the word "cost" appear in the first ten sentences of prepared remarks?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does an executive say "we remain confident" or similar?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone mention covenants, amendments to loan documents, or lender conversations?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone say "with that" or "that said" to pivot?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does an executive open their first answer by thanking the analyst?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.”
NO Does any analyst's question include a percentage figure?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst's question contain the word "guidance"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CFO's prepared remarks exceed 1,000 words?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker say "if you look at"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the CEO personally answer the first question?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any speaker use the phrase "tailwind" or "tailwinds"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management use the phrase "balance sheet" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the CEO make closing remarks after the Q&A ends?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.
NO Does the final questioner get an explicit closing acknowledgment from the operator ("last question" or similar)?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does management use the phrase "business as usual" or "as expected" at least once?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does an analyst preface a question with "quick" or "quickly"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does an executive state a specific numeric percentage 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.”
NO Does anyone say "in terms of" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is there a question that clearly annoyed the executive, visible in the reply's abruptness?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.”
NO Does the word "strong" appear more than 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.”
NO Does the phrase "thank you" appear more than ten times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst ask a question containing the word "margin"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.”
NO Does the phrase "thank you" appear at least ten times anywhere in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does an executive begin an answer by restating the analyst's name?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any analyst ask about capital allocation or share repurchases?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the word "challenge" or "challenging" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "opportunity" or "opportunities" appear more than three times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Is there a villain—market conditions, regulation, currency—that behaves consistently across the call?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "challenging" appear?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "certainly" appear at least once in management's answers?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst ask a personal, warm, or congratulatory question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the phrase "capital" appear at least five times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does an analyst ask a question the prepared remarks already answered?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.
NO Does any single analyst ask more than two questions during the whole call?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the 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.”
NO Does the word "margin" appear at least three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is the word "confidence" or "confident" spoken by any 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 anyone use the phrase "call it" or "let's call it" before an estimate?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the phrase "going forward" appear?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone say "coming back" or "circling back" to take a follow-up?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "inflation" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any executive say "we believe" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management use the phrase "going forward"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone use the word "robust"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker use the phrase "if you will" or "so to speak"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any speaker say "appreciate" at least once?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone use the phrase "at the end of the day"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone tell a self-contained anecdote with a beginning, middle, and end?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any executive use the phrase "our team"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the transcript contain a silence, pause, or "we'll come back to that" that never resolves?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone describe a customer, employee, or competitor as a named character with a motive?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any executive say "we're pleased" or "I'm pleased"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is there a moment of modesty—someone crediting luck or timing?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone use the phrase "on a year-over-year basis"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is the word "excited" or "exciting" used by management at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.”
NO Does an analyst ask for guidance on a metric management did not offer unprompted?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Is there a question about capital allocation (buybacks, M&A, debt, or dividends)?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any analyst use the word "clarify" or "clarification"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "obviously" appear at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does management refer to a prior call or prior quarter's commentary when answering?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone use the word "actually" at least three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any executive begin an answer with "Look," or "So,"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the word "challenging" or "challenges" appear at least three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the operator run out of queued questions and close early?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst apologize or preface with "sorry" before asking?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is the word "excited" used by the CEO more than the word "confident"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker use the phrase "the right" before a noun ("the right team," "the right decisions")?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "guidance" appear more than five times in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.”
NO Does any analyst's question begin with a compliment or congratulation?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst apologize before or during their question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Are there more questions about revenue than about costs?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "challenging" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker use the phrase "on a" four or more times total (e.g., "on a constant currency basis")?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any executive answer begin with "Sure" or "Yes" followed by a comma?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone say "from a ... perspective" (e.g., "from a margin perspective")?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive say "we'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.”
NO Does the word "leverage" 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 Is the word "leverage" used at least three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.”
NO Does any speaker say "great question" or thank the analyst before answering?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone attribute results to "the team" rather than to strategy?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.”
YES Does an analyst thank management at the end of their turn?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Is there an analogy to a machine, engine, or flywheel?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.”
YES Does anyone say "we take that seriously" or "we're very focused on"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Is the phrase "to your point" or "as you mentioned" used at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the operator say "thank you" more than three times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does management mention a specific competitor by name?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management say "the team" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "fundamentally" appear at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the phrase "ahead of" precede any mention of guidance or expectations?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management use the phrase "on a year-over-year basis"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any single speaker say "right?" as a tag question at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management use the phrase "on a consistent basis" or "consistently"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does a speaker begin a sentence with "To be honest" or "To be clear"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management use the phrase "strategic" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker describe a business unit as "healthy"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.”
NO Does the operator mention a queue or "next question" more than three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any analyst ask a follow-up after their initial answer ("follow-up", "second one", "just one more")?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any analyst ask a question containing the word "why"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone say "if you look at" before citing a number?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the phrase "last question" or "final question" appear?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.”
NO Does the word "confident" appear in any executive's remarks?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does an analyst thank management at the start or end of their turn?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does any executive use the word "team" to refer to company personnel?
The 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 "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.”
NO Is a supplier or vendor mentioned by name at any point?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any executive blame weather, season, or geography for a shipment or delivery issue?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
Archived AI reasoning
Earlier Artul research experiments on ARI calls. Open a question to read the model's original reasoning.
NO Deliveries running ahead of the money: management is already handing over more than it has been paid for
Original model output from the research archive. It may be verbose or include the model's working notes.
NO Profit machinery upgraded while volume still arriving: realized structural margin step-up with growth flowing onto it
Original model output from the research archive. It may be verbose or include the model's working notes.
We need to answer YES or NO based on the transcript. The question asks: does management convey that the company has ALREADY ACHIEVED A STRUCTURAL IMPROVEMENT IN HOW MUCH IT KEEPS FROM EACH UNIT OF BUSINESS — through changes the company itself made that are now visible in the recent period's actual results — AND that business volume is SIMULTANEOUSLY GROWING onto that improved structure, so each arriving increment converts to profit at the new, better rate with most of that arriving volume still ahead of the reported results? We need to check both halves. First, per-unit economics improvement: management describes the business now earning meaningfully more per unit via rebuilt cost structure, changed delivery model, richer mix, pricing, or removal of structural drag, presented as observed fact of recent period and attributed to company's own actions. Second, volume arriving now and early: real growth in orders, customers, volumes, or activity already occurring or committed, with most not yet flowed across improved structure. Look at transcript. Management talks about 2016 being active, completing acquisition, originating over $1.4B, growing equity. They mention operating earnings increased 32% over prior year, per share $2.02 vs $1.90, 6% increase. They talk about portfolio growth 27%. They mention floating rate loans, weighted average LTV, levered IRR. They talk about first mortgage loan portfolio increased from <$1B to $1.6B. They talk about origination platform, repeat borrowers. They talk about CMBS wind down. They talk about capital raise, new credit facilities. They talk about 2017 outlook, $400B maturities, dry powder, already closed $200M new investments since January, optimistic pipeline. They talk about leverage, ability to add debt. They talk about G&A expense ratio flat. They talk about LIBOR increase generating additional $0.17 per share. They talk about dividend yield. Now, does management convey a structural improvement in per-unit economics? They mention operating earnings per share increased 6% from $1.90 to $2.02. But is that due to company's own actions? They mention completing acquisition of AMTG, which might have brought assets. They mention originating more loans, but that's volume. They mention floating rate loans, which benefit from LIBOR increases, but that's market rates. They mention G&A expense ratio flat, but that's cost control.
NO Growing out of the old self: management itself says the company has quietly become a different business, and the numbers
Original model output from the research archive. It may be verbose or include the model's working notes.
We need answer YES or NO based on transcript. Need determine if management conveys that company today is running on different basis than reported results/reputation built on, with both halves: change of basis already real, and record/perception lag change. Let's parse transcript. Stuart Rothstein opening: 2016 active, completed acquisition of Apollo Residential Mortgage, originated/funded over $1.4B, equity market cap to $2B. Operating earnings excluding AMTG transaction expenses $148M, 32% increase. Per share $2.02, 6% increase, 1.10x coverage. Completed over $1.2B new investments, funded incremental $140M. Portfolio grew 27% to $3B. 87% floating rate loans. Weighted avg LTV 63%, expected levered IRR 13.8%. Then trends: significantly increased first mortgage loan portfolio, $1.6B vs <$1B end 2015. Approximately 60% of loan portfolio is senior loans. As ARI grown capital base, more active in larger floating rate first mortgage loan market. During 2016 originated 10 floating rate first mortgage loans avg size $85M, avg rate LIBOR+600bps. Using modest leverage generate IRRs low-to-mid teens. Directly originated 83% loans, 60% repeat borrowers. Condo loans repaid. CMBS trimmed. CMBS holdings decreased by over $135M or 27% to $368M, 12% of assets, 5% net equity. AJ bonds 7% assets, <4% net equity. December offering 10.5M shares raised $180M at 6% premium over book. Capital raise and AMTG transaction represent over $600M creatively issued new equity in 2016. Including preferred, equity market cap surpassed $2B. Expanded funding capacity: upsized JPMorgan facility to $800M, new $300M Deutsche Bank facility. 2017 peak year for maturities, dry powder. Since January closed ~$200M new investments. Relatively low leverage. Combination platform pipeline financial flexibility enable continue well covered dividend. Jai Agarwal: Q4 operating earnings $41M or $0.49 vs $32.4M or $0.48 in 2015. GAAP net income $49.7M or $0.60 vs $21.4M or $0.32. Sold remainder of AMTG assets for $34M proceeds at premium, realized gain $5.3M or $0.06, offset by loss $1.2M or $0.01 from sale of CMBS bond. Full-year operating earnings excluding merger expenses $148M or $2.02 vs $113M or $1.90. GAAP book value increased from $15.94 to $16.12. Leverage 1.0x debt-to-common equity. Use proceeds from December capital raise to pay down JPMorgan facility, enter 2017 with capacity on both facilities.
NO The hard part is already done: the expensive phase of a major undertaking is finished, and the company is now in the col
Original model output from the research archive. It may be verbose or include the model's working notes.
We need answer YES/NO based on transcript. Question asks: Does management convey that company has recently finished heavy phase of major undertaking and now enters collecting phase, with reported results still reflecting paying phase rather than collecting? Need look for such narrative. Transcript: 2016 active, completed acquisition of AMTG, originated $1.4B, grew equity. Operating earnings increased. Portfolio grew. 87% floating rate loans. Weighted avg LTV 63%. Levered IRR 13.8%. Increased first mortgage portfolio. Originated 10 floating rate first mortgage loans. CMBS holdings decreased. Capital raise. Expanded facilities. Looking ahead, 2017 peak year for maturities, dry powder. Since January closed $200M new investments. Optimistic pipeline. Leverage low. Then Jai: operating earnings $41M Q4 vs $32.4M, GAAP net income. Sold remainder AMTG assets for $34M proceeds at premium, realized gain $5.3M partially offset loss CMBS sale. Full-year operating earnings ex merger expenses $148M vs $113M. Book value increased. Leverage 1.0x debt-to-common equity. G&A flat. 87% floating rate loans. 100 bps LIBOR increase would generate $0.17/share. "Given our positive outlook for 2017, we are confident in ARI’s ability to generate annual operating earnings in excess of dividend. We expect operating earnings for Q1 to be impacted by December capital raise and ramp up during year." Dividend yield 10.2%. Question specifically: Does management convey that company has RECENTLY FINISHED the expensive, uncertain, or heavy phase of a major undertaking — the part that consumed money, time, energy — and has now entered phase where company COLLECTS on completed work, with reported results still mostly reflecting paying phase rather than collecting? Need see if management says such. Possible undertakings: AMTG acquisition (merger) completed. But that was acquisition integration? They sold remainder of AMTG assets in Q4. That generated gain. But is that "heavy phase done, now collecting"? Not exactly. Also, they did capital raise, loan origination. The heavy phase might be originating investments? They deployed capital, now portfolio grows and earnings will ramp. But not "collected" phase. Management says Q1 earnings impacted by December capital raise and ramp up during year. That means they raised capital in December, not yet deployed, so earnings will ramp up as they deploy.
NO Fresh evidence outrunning the reported 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 repeatedly grounds its case for the future in operating facts that are both fresh and early. The transcript shows management discussing recent investments, portfolio growth, new credit facilities, and a capital raise. They mention that 2016 was active, with over $1.2 billion of new investments, and that they have already closed $200 million of new investments since January. They also mention that they have capacity on facilities to fund pipeline. However, do they explicitly state that the reported results understate the business because these developments are only beginning? They say "We anticipate using both facilities to fund our investment pipeline." They also say "we are optimistic about our current pipeline." But they don't explicitly say that the recent developments are only the beginning and that most of their effect is still ahead. They do mention that Q1 operating earnings will be impacted by the December capital raise and ramp up during the year. That suggests that the capital raise is recent and its full effect hasn't been seen yet. But is that a fresh operational fact? The capital raise is a financial event, not an operational development like new business won. The investments made in 2016 are already reflected in the portfolio and earnings. The $200 million of new investments since January are recent, but they don't say that these are only the beginning of a larger contribution. They say "we are optimistic about our current pipeline" which is forward-looking. The call does not seem to have a coherent evidentiary posture where management points to specific recent developments that are already producing and whose full effect is still ahead. They mention the portfolio growth, but that's historical. They mention the new credit facility with Deutsche Bank, but that's a financing arrangement, not an operational development. They mention the capital raise, but that's also financial. The question asks for operating facts like orders, customers, shipments, openings, conversions, utilization, activity, or commitments in hand. The investments they made are commitments, but they are already funded and earning. The $200 million of new investments since January are recent, but they don't say that these are just the beginning. They say "we are optimistic about our current pipeline" which is not a concrete development.
NO Answers go deeper than the script: questioning keeps surfacing new concrete detail behind a positive development — broad
Original model output from the research archive. It may be verbose or include the model's working notes.
We need to evaluate the transcript for two gates. Gate 1: Is there a positive current development that management highlights and analysts probe in Q&A, with management adding concrete operating detail beyond prepared remarks? Gate 2: Is that development based on broad and granular demand base (many independent customers) rather than concentrated? Let's analyze the transcript. The prepared remarks mention strong investment activity, portfolio growth, etc. The Q&A: Analysts ask about specific loans, credit trends, etc. The main positive development is the investment pipeline and portfolio growth. But does the Q&A add concrete operating detail? For example, Steve DeLaney asks about the $330 million senior first mortgages, and Stuart says none were construction, but then Scott clarifies one was a construction loan pre-leased to a highly rated credit. That's some detail. Then asks about North Dakota loan, interest accrual status. That's more about a specific loan. Then asks about preferred stock call. That's financial. Then Ryan asks about credit trends, and Scott talks about market conditions, avoiding certain sectors, etc. That's general. Then asks about retail exposure in Florida, and they describe the assets and borrower relationship. That's some detail but not necessarily a broad development. Then asks about loan yield trends, and they discuss spreads. Then asks about M&A, and they say nothing immediate. The main positive development is the company's investment activity and portfolio growth. But is there a specific development that analysts probe with added detail? The Q&A seems to be more about specific loans and market conditions, not a single positive development that is being probed with additive detail. The prepared remarks already covered the investment volume, portfolio composition, etc. The Q&A adds some specifics about individual loans but not a coherent development that is being expanded upon. Also, the development is not about a broad demand base; it's about the company's ability to originate loans, which depends on individual deals, not a mass of customers. The company's business is commercial real estate lending, which is inherently deal-by-deal, not a broad base of many small customers. So Gate 2 would likely be NO because the development is concentrated in individual loans and borrowers, not a broad base. Thus, both gates likely fail.
NO The company is outgrowing its own explanations: management keeps telling investors the reported numbers are not the busi
Original model output from the research archive. It may be verbose or include the model's working notes.
We need to answer YES or NO based on whether management conveys that the reported results do not represent the business actually running today—i.e., the reported period is stale relative to the operating present. We need evidence from the transcript. Let's parse the transcript. Management discusses Q4 2016 results. Key points: - Stuart Rothstein: "2016 was an extremely active year for ARI, highlighted by completing the acquisition of Apollo Residential Mortgage, originating and funding over $1.4 billion of investments and successfully growing our equity market capitalization to over $2 billion." That's about the year just reported. - They mention operating earnings for the year increased 32% etc. So they are reporting strong results. - Then they discuss the portfolio growth, floating rate loans, etc. - They say: "Since January, ARI’s has already close to $200 million of new investments and we are optimistic about our current pipeline." That's post-period activity. But is that a substantial gap? They say "Since January" meaning after the period ended, they've already closed $200 million of new investments. That is current activity. But is that a big deal relative to the period? The period they reported had $1.4 billion of investments in the full year. So $200 million in a month or so is perhaps routine? But they also say "we are optimistic about our current pipeline." That's more forward-looking. - Also they mention: "our relatively low level of leverage gives us the ability to add incremental debt to find new loans." That's capacity not current activity. - Jai Agarwal: "Given that in the short-term, we use proceeds from our December capital raise to pay down our JPMorgan facility, we enter 2017 with capacity on both the JP and the Deutsche Bank clients. We anticipate using both facilities to fund our investment pipeline." That's future. - They also mention: "We expect operating earnings for Q1 to be impacted by the December capital raise and ramp up during the year." That suggests that Q1 earnings will be lower due to the capital raise, and ramp up later. That could be interpreted as the reported period (Q4) is not representative because the capital raise just happened and they haven't deployed yet. But is that "the business the company is actually running today"? They say they have pipeline and capacity, but the gap is about the reported period vs.
NO Operating in the future tense: management treats the next, larger stage of the business as already underway, and the fir
Original model output from the research archive. It may be verbose or include the model's working notes.
We need to answer YES or NO based on the transcript. The question asks: Does management talk about a LARGER NEXT STAGE of the company's business as something it is ALREADY OPERATING TOWARD — planning, preparing, scheduling, staffing, producing, or making decisions on the working assumption that this bigger stage is coming — AND is the FIRST STAGE of that same trajectory ALREADY REAL today, with management pointing to concrete current activity (actual orders, customers, shipments, deployments, work, output, or usage happening now) that the larger stage grows directly out of? We need to check if both halves are present in management's own words. First, look for current activity that is producing. The transcript mentions: "2016 was an extremely active year for ARI, highlighted by completing the acquisition of Apollo Residential Mortgage, originating and funding over $1.4 billion of investments and successfully growing our equity market capitalization to over $2 billion." Also, "ARI completed over $1.2 billion of new investments and funded an incremental $140 million during the year for previously closed loans." So there is concrete current activity: they have a portfolio, they are originating loans, they have a platform. They also mention "Since January, ARI’s has already close to $200 million of new investments and we are optimistic about our current pipeline." So there is current activity. Now, is there a larger next stage that they are operating toward? They talk about "2017 is a peak year for commercial real estate loan maturities with close to $400 billion of loans maturing. In addition, there is continues to be a surplus of dry powder to invest for real estate private equity funds many of which will target transitional assets that will be in need of flexible structured financing." That is market opportunity. But do they talk about a specific larger stage they are preparing for? They mention "We anticipate using both facilities to fund our investment pipeline." They also say "Our relatively low level of leverage gives us the ability to add incremental debt to find new loans." They talk about "we are confident in ARI’s ability to generate annual operating earnings in excess of the dividend." But is there a specific larger stage? They mention "we enter 2017 with capacity on both the JP and the Deutsche Bank clients." That is about funding capacity.
NO Proven engine, fuel already in the tank: a working growth driver plus already-held means to multiply it
Original model output from the research archive. It may be verbose or include the model's working notes.
We need to determine if management describes both (1) a proven, already-producing growth engine still small relative to its room, and (2) the means to multiply it already in the company's hands, connected as one present-tense story about the same part of the business. Let's analyze the transcript. Management discusses various aspects: investment activity, portfolio growth, first mortgage loans, CMBS wind-down, capital raises, credit facilities, etc. They talk about originating loans, repeat borrowers, floating rate loans, etc. They mention that they have a platform and pipeline. They also mention that they have capacity on credit facilities to fund investments. They talk about 2017 being a peak year for maturities, and they have already closed $200 million of new investments since January. They have a low leverage level and ability to add debt. But is there a specific "growth engine" that is already producing and still small relative to its room? They mention that they have increased first mortgage loan portfolio, and that 60% of loan portfolio is senior loans. They originated 10 floating rate first mortgage loans in 2016. They have a platform for originations. They also mention that they have a pipeline. However, they don't explicitly say that this engine is still small relative to its room. They talk about the overall portfolio growing, but not about a specific driver that has captured only a small part of its potential. They mention that they have capacity on credit facilities to fund future investments, but that is more about financial flexibility. They also mention that they have a low leverage ratio and can add debt. But is that "means to multiply" already in hand? Yes, they have credit facilities and cash from capital raise. But is it connected to a specific growth engine that is still small? They talk about the overall business, but not a specific product or market that is early in its rollout. They also mention that they are trimming CMBS holdings, which is not a growth engine. They talk about the portfolio being diversified. They mention that they have a strong pipeline. But the question is about a proven, already-producing growth engine that is still small relative to its room. For example, they could say that their first mortgage lending is a growth engine that is still small compared to the market, and they have the means to scale it.
NO The company itself is the constraint: demand outrunning its own ability to take it on, and management is spending to rai
Original model output from the research archive. It may be verbose or include the model's working notes.
We need to determine if management conveys that the company's own capability is the binding limit on growth, and that they are actively spending/building/hiring NOW to raise that limit, treating expansion of capability as the central task. Let's analyze the transcript. Key points from Stuart Rothstein's remarks: - 2016 was active, completed acquisition, originated $1.4B, grew equity to $2B. - "Our ability to continue to find attractive investments and to be strategic and creative in sourcing accretive capital resulted in ARI once again delivering strong operating results..." - "ARI completed over $1.2 billion of new investments and funded an incremental $140 million..." - "we are finding investments that meet our risk adjusted return expectations..." - "we believe the current economic climate remains very favorable for our business model. 2017 is a peak year for commercial real estate loan maturities... there continues to be a surplus of dry powder... Since January, ARI’s has already close to $200 million of new investments and we are optimistic about our current pipeline. Our relatively low level of leverage gives us the ability to add incremental debt to find new loans. We believe the combination of our platform pipeline and financial flexibility will enable ARI to continue to provide a well covered attractive dividend to our investors in 2017." He talks about opportunities, pipeline, and financial flexibility. He does not say that the company's own capability is the ceiling. He mentions "platform" but not that they are constrained by it. He says they have low leverage and can add debt to fund new loans. That suggests they have capacity, not that they are limited. Jai Agarwal's remarks: - "we ended the quarter with a 1.0 times debt-to-common equity ratio. At this level, we believe we have the ability to prudently use leverage to fund future investment growth and still maintain a conservative leverage level." - "we enter 2017 with capacity on both the JP and the Deutsche Bank clients. We anticipate using both facilities to fund our investment pipeline." - "While our capital base continues to grow, our G&A expense ratio has essentially remain flat. Annualized G&A for Q4 as a percentage of equity was 40 basis points, which continues to be one of the lower percentages amongst our peer group." They talk about having capacity, not being constrained.
NO Richer on arrival: the business now flowing in carries better economics than the blend the numbers show
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 now arriving or ramping carries better economics than the blended results being reported, and that the reported numbers understate the company because they mix this richer incoming business with an older, lower-economics base or with temporary costs of scaling into it. Let me analyze the transcript for both parts: (1) THE INCOMING BUSINESS IS REAL AND ECONOMICALLY RICHER: - Management describes real business arriving: "Since January, ARI’s has already close to $200 million of new investments" - this is real, not pipeline. - They describe the portfolio growing 27% from prior year end, ending north of $3 billion. - They describe originating 10 floating rate first mortgage loans at average rate of LIBOR plus just under 600 basis points, generating IRR's in the low-to-mid teens. - They mention the expected weighted average levered IRR is a robust 13.8%. - They mention that 87% of the portfolio is floating rate loans, well-positioned for rising rates. - Jai mentions: "We anticipate that our 100 basis point increase in LIBOR would generate an additional $0.17 a share in annual operating earnings." But is the new business economically richer than the existing blend? The question is whether management conveys that the incoming business has better economics than the base. Let me look for that comparison. Actually, looking more carefully - the transcript describes the new investments and their returns, but does management explicitly compare the economics of the new business to the existing portfolio? They mention the weighted average levered IRR of 13.8% on the portfolio. They describe new loans at LIBOR plus 600 bps generating low-to-mid teens IRRs. But I don't see an explicit statement that the new business is economically richer than the existing base. (2) THE REPORTED NUMBERS ARE A LAGGING BLEND, AND MANAGEMENT SAYS SO: - Jai says: "We expect operating earnings for Q1 to be impacted by the December capital raise and ramp up during the year." - This suggests that the capital raise in December will impact Q1 earnings (dilution from new shares before investments are deployed), and that earnings will ramp up during the year. This is somewhat suggestive of a lagging blend - the capital raise added shares but the investments haven't yet been deployed to generate earnings, so Q1 will be impacted.
NO Compounding order flow: the same customers keep coming back bigger, and the company is quietly widening the funnel behin
Original model output from the research archive. It may be verbose or include the model's working notes.
We need to determine if management describes a shift from persuading buyers to provisioning them. The question asks if the company's own commercial effort has shifted from persuading buyers to provisioning them - i.e., the work is now about getting more of its offering into the hands of buyers who have already decided, rather than convincing buyers. Looking at the transcript: The company is a commercial real estate finance company (Apollo Commercial Real Estate Finance). They originate loans, invest in real estate debt. The call discusses their investment activity, portfolio growth, capital raises, etc. Key points: They originated over $1.2 billion of new investments, funded incremental $140 million. They have a pipeline. They talk about their ability to find attractive investments. They mention that they have a strong originations platform, repeat borrowers, etc. They talk about capital raising to fund investments. They mention that they have capacity on credit facilities to fund investment pipeline. The question is about whether the company's work is now about provisioning (getting product to buyers who already decided) vs persuading (convincing buyers). In this context, the "buyers" are borrowers seeking loans. The company is a lender. So the "offering" is capital/loans. The question asks if management conveys that the practical work is figuring out how to get more of its offering into the hands of buyers who have already decided, rather than convincing buyers to decide. From the transcript: They talk about their pipeline, their ability to deploy capital, their leverage capacity. They say "we are optimistic about our current pipeline." They talk about "the depth and quality of our originations platform and the benefit borrower see in our ability to structure and execute transactions." They mention repeat borrowers. They talk about capital raises to fund investments. They say "we believe the combination of our platform pipeline and financial flexibility will enable ARI to continue to provide a well covered attractive dividend." But is there any indication that the constraint is on the supply side? They have capital to deploy, they have facilities. They are actively originating loans. They don't seem to be struggling to find borrowers; they have a pipeline. But the question is about whether the work has shifted from persuading to provisioning.
NO Forward agenda is conversion work: management's own stated priorities are about turning already-secured growth into resu
Original model output from the research archive. It may be verbose or include the model's working notes.
We need to analyze the transcript to see if management's forward agenda is about converting already secured growth into delivered results, and whether the reported results do not yet reflect that secured growth. Key points from the transcript: - Management discusses 2016 as active year with $1.2B new investments, portfolio growth, etc. - For 2017, they mention: "Since January, ARI’s has already close to $200 million of new investments and we are optimistic about our current pipeline." That suggests they are still pursuing new investments, not just converting existing. - They talk about "our ability to add incremental debt to find new loans" - that's about pursuing new business. - They mention "we are confident in ARI’s ability to generate annual operating earnings in excess of the dividend." That's a forward outlook, but not specifically about converting secured growth. - They mention "We expect operating earnings for Q1 to be impacted by the December capital raise and ramp up during the year." That suggests the capital raise (which is secured) will impact earnings, but it's about ramping up, which could be conversion. However, the capital raise is equity, not business secured. The investments they made are already in the portfolio, so the earnings from those investments are already reflected in the reported results? Actually, they say "operating earnings for Q1 to be impacted by the December capital raise" - that means the capital raise dilutes earnings per share, but the investments made with that capital are still ramping. So the forward agenda is about ramping up the investments they already made. That is conversion work. But also they talk about "we are optimistic about our current pipeline" and "we anticipate using both facilities to fund our investment pipeline." That suggests they are still pursuing new deals, not just converting existing ones. The question asks: "is that forward agenda substantially about CONVERTING GROWTH THE COMPANY HAS ALREADY SECURED into delivered results, AND does management convey that the reported results do not yet meaningfully reflect that secured growth?" We need to see if management's stated priorities are mostly about executing on already secured business. From the transcript, they mention "Since January, ARI’s has already close to $200 million of new investments" - that is new investments, not conversion.
NO Order-of-magnitude gap: the company is already serving a demand source whose scale dwarfs its own current business
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 mismatch of scale between the company and the demand it is already serving. The key is: is the company already inside a very large flow of activity, and does management explicitly draw the size contrast, treating it as a point? Looking at the transcript: Management talks about their investment activity, portfolio growth, etc. They mention "2017 is a peak year for commercial real estate loan maturities with close to $400 billion of loans maturing." That's a large market. But do they say they are already inside it? They say "we believe the current economic climate remains very favorable for our business model." They also mention "Since January, ARI’s has already close to $200 million of new investments and we are optimistic about our current pipeline." That's their own activity, not a contrast with a huge flow. They also mention "the depth and quality of our originations platform" and "we directly originated approximately 83% of our loans and over 60% of our transactions were with repeat borrowers." That's about their own performance. The question is about a mismatch of scale: the company is small relative to the demand it is already serving. For example, if they say "we are only capturing a tiny fraction of the $400 billion maturing loans" and that they are already participating in that market. But they don't say that. They just mention the $400 billion as a favorable condition. They don't say "we have only captured X% of that." They don't draw a contrast between their size and the size of the opportunity they are already inside. They also mention "our relatively low level of leverage gives us the ability to add incremental debt to find new loans." That's about their capacity, not about a mismatch. The only possible candidate is the $400 billion maturing loans. But they don't say they are already serving that market in a way that they are a small player. They just say it's a favorable environment. They don't say "we are already originating loans in that space and we have only captured a tiny fraction." They don't quantify their share. Also, they mention "we have already closed $200 million of new investments" since January. That's not a contrast. Thus, the answer is NO. The management does not describe a mismatch of scale where they are already inside a huge flow and only capturing a tiny fraction.
NO Rationing itself to grow: management is diverting resources away from paying business to feed something already working
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 an internal reallocation of resources from one part of the business to another, with all three conditions met. Let's analyze the transcript. The call discusses ARI's activities. They mention growing portfolio, investments, etc. They talk about trimming CMBS holdings. Specifically: "we continue to trim our CMBS holdings. During the quarter we took advantage of favorable market conditions and sold one of our legacy AJ bonds at a price of where the bond had previously been marked. In addition, we’ve received a partial pay down at par on one of our bonds, which was marked at 73%. Our investment in CMBS continues to wind down as bonds repay and we will continue to opportunistically pursue sales transactions as market conditions warrant. During 2016, our CMBS holdings decreased by over $135 million or approximately 27% and totaled only $368 million at year-end. This represents only 12% of ARI’s assets and just 5% of our net equity more specifically AJ bonds represent just 7% of ARI’s assets and less than 4% of net equity." So they are reducing CMBS holdings. Is that a reallocation to another part? They are using proceeds to fund other investments? They mention "In order to finance our investment pipeline in December. In December ARI completed an offering of 10.5 million shares of common stock raising net proceeds of approximately $180 million." That's new capital, not reallocation. They also mention using facilities. But the CMBS reduction is a deliberate wind-down. Is that a choice to feed another part? They say "we will continue to opportunistically pursue sales transactions as market conditions warrant." That suggests they are selling CMBS to redeploy capital into loans? But they don't explicitly say that the proceeds are being used to fund loans. They also raised new equity. The question is whether they are taking resources away from one part to feed another that is already producing. The CMBS is being wound down, but is that because they want to focus on loans? They mention that the portfolio is mostly floating rate loans, and they are growing the loan portfolio. But the reduction in CMBS is more of a strategic shift away from CMBS, but is it a reallocation of finite resources? They are selling bonds and using the cash to invest in loans? They don't explicitly say that. They also raised new capital.
NO Scheduled future in administration: the call centers on managing committed near-term business, not winning it
Original model output from the research archive. It may be verbose or include the model's working notes.
We need to determine if the management's discussion centers on a body of near-term future business that is already committed or beginning, and if they engage with it as an operator administering a schedule rather than as a promoter arguing demand exists. Let's analyze the transcript. Key points from Stuart Rothstein's remarks: - 2016 was active, completed acquisition, originated $1.4B investments, grew equity. - Operating earnings for 2016 excluding merger expenses $148M, $2.02 per share, 1.10x coverage. - Completed over $1.2B new investments and funded $140M incremental for previously closed loans. - Portfolio grew 27% to $3B. - 87% floating rate loans. - Weighted average LTV 63%, expected levered IRR 13.8%. - Trends: increased first mortgage portfolio to $1.6B, 60% senior loans. - Originated 10 floating rate first mortgage loans average $85M, rate LIBOR+600bps. - Using leverage, IRR low-to-mid teens. - 83% directly originated, 60% repeat borrowers. - Two condominium loans repaid, realized IRRs 11% and 13.5%. - Remaining for-sale residential portfolio six assets $440M commitments, performing well. - Trimmed CMBS holdings, sold one AJ bond, partial paydown. - CMBS decreased by $135M, now $368M, 12% of assets. - In December, completed offering of 10.5M shares raising $180M at 6% premium to book. - Capital raise and AMTG transaction represent over $600M of equity issued in 2016. - Expanded funding capacity: upsized JPMorgan facility to $800M, new $300M Deutsche Bank facility. - 2017 outlook: favorable climate, peak year for maturities, surplus dry powder. - Since January, closed ~$200M new investments, optimistic about pipeline. - Low leverage allows adding debt to fund new loans. - Combination of platform, pipeline, financial flexibility will enable well-covered dividend. Jai Agarwal's remarks: - Q4 operating earnings $41M or $0.49/share vs $32.4M or $0.48 in 2015. - GAAP net income $49.7M or $0.60 vs $21.4M or $0.32. - Sold AMTG assets for $34M proceeds, realized gain $5.3M, offset by loss $1.2M on CMBS sale. - Full-year operating earnings excluding merger expenses $148M or $2.02 vs $113M or $1.90. - Book value increased from $15.94 to $16.12. - Leverage 1.0x debt-to-common equity. - Used December capital raise proceeds to pay down JPMorgan facility, entering 2017 with capacity on both facilities. - G&A expense ratio flat, 40bps of equity.
NO Small company, big counterparties: management describes doing business with institutions far bigger than itself and bein
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 doing real current business with counterparties vastly larger/more established/authoritative than itself, and those counterparties treat company as relied-upon not sampled. We need use only transcript. Let's parse. Company Apollo Commercial Real Estate Finance, Inc. (ARI) is a commercial real estate finance company, NYSE listed, equity market cap over $2 billion, portfolio $3 billion. It originates loans, invests in CMBS. It deals with borrowers, banks, JPMorgan, Deutsche Bank facilities. It completed acquisition of Apollo Residential Mortgage. It has $800 million facility with JPMorgan, $300 million with Deutsche Bank. It originates loans to borrowers, repeat borrowers. It sold CMBS. It has condominium loans. It mentions "counterparties" maybe large financial institutions? Need see if management describes current dealings with parties whose size dwarfs company. JPMorgan and Deutsche Bank are top-tier global financial institutions, vastly larger than ARI. But are they counterparties engaging with company as serious, relied-upon participant? ARI has credit facilities with JPMorgan and Deutsche Bank to finance loans. Management says "We upsized our main credit facility with JPMorgan to $800 million and we entered into a new $300 million facility with Deutsche Bank to finance first mortgage loans." "we enter 2017 with capacity on both the JP and the Deutsche Bank clients. We anticipate using both facilities to fund our investment pipeline." This is real current business: banks provide financing. Are they "vastly larger, more established, or more authoritative"? Yes, JPMorgan/Deutsche Bank are top-tier global banks, much larger than ARI. But is management drawing attention to asymmetry? Not explicitly. They mention facilities as funding capacity. The question asks "management's own words convey ... ONE coherent situation with both halves present as a present-tense reality." Need be careful. The counterparties are banks, not customers. The company is a borrower under credit facilities. Is that "engaging with company as a serious, relied-upon participant rather than as a small experimental vendor"? Banks lending $800M/$300M to ARI is serious. But is it "counterparties that are vastly larger, more established, or more authoritative than itself"? Yes.
NO Small company already selling a lot to one hot market — management describes riding an outside spending wave far bigger
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 current business tied to one specific external spending surge/build-out/adoption wave, early/accelerating, company already materially levered. Let's parse. Transcript: Apollo Commercial Real Estate Finance (ARI) Q4 2016 earnings. Business: commercial real estate debt, floating rate loans, first mortgages, CMBS. Management discusses 2016 active, completed acquisition, originated $1.4B investments, portfolio grew 27% to $3B. 87% floating rate loans. Weighted avg loan to value 63%, IRR 13.8%. Increased first mortgage loan portfolio to $1.6B. Originated 10 floating rate first mortgage loans avg size $85M, rate L+600, IRRs low-to-mid teens. Directly originated 83% loans, 60% repeat borrowers. Condo loans repaid. CMBS trimmed. Capital raise. "As we look to be the year ahead, we believe the current economic climate remains very favorable for our business model. 2017 is a peak year for commercial real estate loan maturities with close to $400 billion of loans maturing. In addition, there are continues to be a surplus of dry powder to invest for real estate private equity funds many of which will target transitional assets that will be in need of flexible structured financing. Since January, ARI’s has already close to $200 million of new investments and we are optimistic about our current pipeline. Our relatively low level of leverage gives us the ability to add incremental debt to find new loans. We believe the combination of our platform pipeline and financial flexibility will enable ARI to continue to provide a well covered attractive dividend to our investors in 2017." Question asks: Does management describe that a large and identifiable share of company's CURRENT business is already tied to ONE specific external spending surge, build-out, or adoption wave happening in customers' world right now — wave scale/pace set by parties other than company — and management convey wave still early or accelerating, so company's own volumes from it expected to keep climbing beyond current levels? Need answer YES only if all three. Let's identify possible "wave": commercial real estate loan maturities peak in 2017, $400B loans maturing. This is an external wave? It is a surge of loan maturities, not spending/adoption exactly. It creates demand for refinancing/financing.
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ARI call history
Open a quarter only when you want its detailed evidence.
B Q2 2025 · Solid call · 2026-04-28Management gave no formal guidance against accelerating demand. The delivery was unusually candid, rich in specifics, relaxed under questioning.
B Oct 2025 · Solid call · 2025-10-31Management held guidance steady against accelerating demand. The delivery was unusually candid, rich in specifics.
View the 20 core call-quality checks
B+ Q1 2025 · Strong call · 2025-04-25Management held guidance steady against steady demand. The delivery was unusually candid, rich in specifics.
View the 20 core call-quality checks
C Q4 2024 · Caution · 2025-02-11Management lowered guidance against accelerating demand. The delivery was unusually candid, rich in specifics.
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C+ Q3 2024 · Mixed call · 2024-10-31Management held guidance steady against accelerating demand and contracting margins. The delivery was unusually candid, rich in specifics.
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D Q2 2024 · Weak call · 2024-08-07Management held guidance steady against steady demand. The delivery was unusually candid, rich in specifics.
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D Q1 2024 · Weak call · 2024-04-30Management held guidance steady against accelerating demand. The delivery was unusually candid, rich in specifics.
View the 20 core call-quality checks
View 33 earlier calls
| Call | Date | Grade | Guidance | Demand | Margins | Candor | Evasion |
|---|---|---|---|---|---|---|---|
| Q4 2023 | 2024-02-07 | C+ | maintained | mixed | stable | 7/9 | 2/9 |
| Q3 2023 | 2023-10-31 | B | maintained | slowing | stable | 8/9 | 3/9 |
| Q2 2023 | 2023-08-01 | D | maintained | slowing | stable | 7/9 | 4/9 |
| Q1 2023 | 2023-04-27 | C | maintained | slowing | stable | 7/9 | 3/9 |
| Q4 2022 | 2023-02-09 | C+ | none | slowing | stable | 7/9 | 3/9 |
| Q3 2022 | 2022-10-25 | B | maintained | slowing | stable | 7/9 | 2/9 |
| Q2 2022 | 2022-07-27 | C+ | maintained | slowing | stable | 6/9 | 2/9 |
| Q1 2022 | 2022-04-26 | C+ | maintained | stable | stable | 7/9 | 2/9 |
| Q4 2021 | 2022-02-09 | A | maintained | accelerating | stable | 7/9 | 1/9 |
| Q3 2021 | 2021-10-26 | B | maintained | accelerating | contracting | 7/9 | 2/9 |
| Q2 2021 | 2021-07-27 | B | maintained | accelerating | stable | 7/9 | 2/9 |
| Q1 2021 | 2021-04-23 | A | maintained | accelerating | stable | 7/9 | 2/9 |
| Q4 2020 | 2021-02-11 | C+ | none | accelerating | stable | 7/9 | 3/9 |
| Q3 2020 | 2020-10-27 | C+ | none | mixed | contracting | 7/9 | 3/9 |
| Q2 2020 | 2020-07-31 | C | maintained | stable | stable | 7/9 | 3/9 |
| Q1 2020 | 2020-05-08 | C+ | none | slowing | contracting | 8/9 | 3/9 |
| Q4 2019 | 2020-02-14 | D | lowered | stable | contracting | 7/9 | 4/9 |
| Q3 2019 | 2019-10-24 | C+ | none | mixed | contracting | 8/9 | 2/9 |
| Q2 2019 | 2019-07-25 | B | none | mixed | stable | 8/9 | 2/9 |
| Q1 2019 | 2019-04-25 | B | none | stable | stable | 7/9 | 2/9 |
| Q4 2018 | 2019-02-14 | C+ | maintained | stable | stable | 7/9 | 3/9 |
| Q3 2018 | 2018-10-25 | B | maintained | stable | stable | 7/9 | 2/9 |
| Q2 2018 | 2018-07-26 | B | none | accelerating | stable | 7/9 | 2/9 |
| Q1 2018 | 2018-05-03 | B+ | maintained | stable | stable | 7/9 | 1/9 |
| Q4 2017 | 2018-02-15 | C+ | maintained | stable | stable | 7/9 | 3/9 |
| Q3 2017 | 2017-11-02 | B | maintained | stable | stable | 7/9 | 2/9 |
| Q2 2017 | 2017-08-02 | C+ | maintained | stable | stable | 8/9 | 2/9 |
| Q1 2017 | 2017-05-03 | B+ | maintained | stable | stable | 8/9 | 1/9 |
| Q4 2016 | 2017-02-28 | B | maintained | stable | stable | 7/9 | 2/9 |
| Q3 2016 | 2016-10-27 | B+ | lowered | stable | stable | 7/9 | 2/9 |
| Q2 2016 | 2016-07-27 | B | maintained | stable | stable | 8/9 | 2/9 |
| Q1 2016 | 2016-04-27 | B+ | none | accelerating | expanding | 8/9 | 2/9 |
| Q4 2015 | 2016-02-10 | B | maintained | stable | stable | 8/9 | 2/9 |