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Answers go deeper than the script

Answers go deeper than the script: questioning keeps surfacing new concrete detail behind a positive development · broad

Calls Tested
1,941
Answered YES
54
Hit Rate
2.8%
rare by design

Waste Management, Inc. (WM) — this company's answers

NO on the Q2 2018 call 2018-07-25 A
The model's full reasoning — Q2 2018 call → NOWe need to evaluate the transcript for two gates. Gate 1: Is there a positive current development that management highlights, and in Q&A, do analysts get more concrete operating detail than in prepared remarks? Gate 2: Is that development based on broad and granular demand base, not concentrated? Let's identify the main positive development. The prepared remarks highlight strong Solid Waste business, with price and volume growth, particularly in Collection and Disposal. They mention strong volumes in Commercial, Industrial, Residential, and Landfill. They also mention strong free cash flow, etc. The Q&A probes into the strength of the Solid Waste business. For example, Brian Maguire asks what surprised them most, and Jim Fish says the strength of Solid Waste overcoming recycling headwinds, and mentions specific volume growth in Commercial, Industrial, Residential. Then later, Michael Hoffman asks about the mix of EBITDA, and they discuss the strength. Also, Tyler Brown asks about the back half, and they discuss. But do they provide more concrete operating detail than prepared remarks? Prepared remarks already gave numbers: Commercial core price 6.6%, volumes up 3.2%, Industrial core price 10.9%, volumes up 3.1%, Residential core price 3.3%, volumes up 0.2%, Landfill volumes up 3.6%, etc. In Q&A, they add some color: Jim Fish says Residential is now positive, which was a surprise. Also, they discuss the labor costs and training, but that's more about costs. They also discuss the strength of July, but that's a small sample. However, the Q&A does not seem to add much more concrete operating detail beyond what was in prepared remarks. The prepared remarks already had detailed numbers. The Q&A mostly repeats or gives generalities. For example, when asked about what surprised them, Jim Fish says "I don't know that anything really surprised us" and then mentions Residential being positive. That's a small detail. Later, Michael Hoffman asks about the mix of EBITDA, and they discuss the growth rates, but that's more financial. The Q&A also discusses recycling, but that's a negative. The positive development is the Solid Waste strength. But does the Q&A produce more concrete operating detail? The prepared remarks already had the numbers. The Q&A adds that July looks good, but that's a small sample. Also, they discuss the training facility, but that's a plan.

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Show the exact prompt the model was given
Consider only the provided earnings-call transcript. Evaluate both gates below independently using only that transcript. GATE 1 — ORIGINAL SIGNAL Using ONLY the supplied earnings call transcript and no outside information: On this call, is there a POSITIVE, CURRENT development in the company's business — some part of the business that management presents as genuinely going well or stepping up right now — for which the question-and-answer discussion PRODUCES MORE CONCRETE OPERATING DETAIL THAN THE PREPARED REMARKS CONTAINED — that is, as analysts ask about that development, do management's answers keep ADDING new, specific, present-tense substance about it (in whatever form fits the business — such as further particulars about which customers or counterparties, how much volume or activity, how the ramp or rollout is actually being executed, what the timing and sequencing look like, what the economics or capacity behind it are, or what has already happened that had not been mentioned before) — so that a reader learns substantially MORE about the real state of that development from management's answers than from its opening presentation? Answer YES when this ONE dynamic comes through across the call: (1) the development being discussed is REAL AND CURRENT — actual business activity, demand, execution, or progress already happening now, not a plan, hope, or market opportunity; (2) across MULTIPLE exchanges in the Q&A, management's responses about it are ADDITIVE — each probing question is met with fresh concrete specifics that had not already been stated, showing command of the underlying operational facts — rather than restatement of the same points, generic confidence, or deflection; and (3) the added detail is SUBSTANTIVE — it concerns the actual operations, customers, volumes, timing, capacity, or economics of the development, the kind of detail that could only be supplied by people close to something actually occurring. Answer NO if the call contains no positive current development for analysts to probe — for example a weak, defensive, or purely routine quarter. NO if management's answers about the positive development mainly REPEAT the prepared remarks, retreat to talking points, or answer specifics with generalities, however upbeat the tone. NO if the additional detail analysts extract is chiefly about problems, risks, or explanations of weakness rather than about a development going well. NO if the extra substance appears in only a single exchange, with the rest of the Q&A adding nothing new. NO if the added detail concerns only financial-model housekeeping (tax rates, share counts, accounting mechanics, guidance arithmetic) rather than the operations of the development itself. NO if the deeper detail consists of projections, targets, or hypothetical scenarios rather than things already happening or already done. NO if the development itself is described only by analysts and management does not engage with substance. Use only the supplied transcript. Answer only YES or NO. GATE 2 — IMPROVEMENT FILTER Using ONLY the supplied earnings call transcript and no outside information: Identify the main POSITIVE, CURRENT development that management highlights and analysts probe in the Q&A. Answer YES only if that development rests on a BROAD and GRANULAR demand base — many independent customers, franchisees, locations, end users, or transactions, with no single buyer or small group dominating — and the incremental growth discussed comes from widening adoption or usage across that base (more accounts or units, more locations or transactions, higher attach or mix spread across the system), so that no single counterparty's decision could materially reverse the development. Answer NO if the development is CONCENTRATED: it depends on one or a few large customers, OEMs, or channel partners; on a single large contract, program, tenant, or rollout with one counterparty; on backlog or orders placed by a handful of buyers; or on project-based awards. Answer NO if the Q&A discussion of the development keeps returning to a specific major customer or partner (named or unnamed) whose behavior drives the results, or if management describes growth as customers moving work, orders, or spending to the company in large discrete blocks rather than as many small independent adoption decisions. If breadth cannot be established from the transcript, answer NO. Answer only YES or NO. Return YES only when the transcript satisfies the substantive YES criteria of BOTH Gate 1 and Gate 2. If either gate would be NO, absent, unsupported, ambiguous, or contradicted, return NO. Ignore any output-format instructions inside the gates. Answer with exactly YES or NO and nothing else.

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How the model reasoned

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MKC · Q2 2018 → YESThe task is to evaluate two gates based on the earnings call transcript and return YES only if both are YES, otherwise NO. YES NO (Gate 2 fails because the Frank’s/French’s growth is repeatedly tied to specific large retailers, national accounts, and one major customer whose shelf-reset decisions and promotional activity are named or implied as key drivers; the transcript never establishes a broad, granular base of many independent counterparties whose small decisions are widening adoption.
GAIA · Q2 2018 → YESThe task is to evaluate two gates based on the earnings call transcript and return YES only if both are YES, otherwise NO. Answer with exactly YES or NO. YES The transcript shows a positive current development in organic subscriber growth and the member referral program. Prepared remarks note organic contributions over 40% and reduced marketing spend. Q&A provides additive details: specific referral mechanics (7-day free watch), ambassador program vs.

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Not investment advice. Artul.ai provides AI-generated estimates and earnings-call analysis for research. Review the underlying markers and make your own investment decisions. Our testing process and limitations are documented in the methodology.