Question Bank › Demand off the charts · scarcity_amplification_s

Demand off the charts · scarcity_amplification_screen

Calls Tested
1,871
Answered YES
7
Hit Rate
0.4%
rare by design

Green Plains Inc. (GPRE) — this company's answers

NO on the Q4 2023 call 2024-02-07 F
The model's full reasoning — Q4 2023 call → NOWe need to evaluate two gates based on the transcript. Gate 1: Is the company talking about how demand is off the charts? And do the numbers support that claim if they claimed it's off the charts? We need to check if management explicitly says demand is off the charts or extremely strong, and if there is numerical support. In the transcript, Todd Becker says: "we have enough identified demand that could take all of our product" for 60% protein. Also "we are in enough negotiations right now and I've identified enough demand that would take all of our product if we can get them to buy it". That suggests strong demand but not necessarily "off the charts". Also for dextrose, "we continue to have strong interest". For carbon, "we are getting calls". But is there a claim of "off the charts"? Not exactly. The phrase "off the charts" is not used. However, they say "demand has not waned or wavered one bit" for protein. But is that off the charts? Possibly. But the gate asks: "is the company talking about how demand is off the charts? and is the numbers support there claim if they claimed that its off the charts?" So we need to see if they explicitly claim demand is off the charts. They don't use that exact phrase. They say "strong demand", "enough identified demand to take all of our product". That is strong but not necessarily "off the charts". Also, do they provide numbers? They mention 20-30% of production sold at 60% by exit 2024, but that's not a demand number. They don't give quantitative demand figures. So Gate 1 likely fails because they don't claim "off the charts" and no numbers support such a claim. Gate 2: Improvement filter. Even if they claimed strong demand, is it attributable to scarcity? They talk about industry-wide conditions? They mention "Plants across the industry are getting older" and "run rates seem unable to sustain the peak" - that suggests supply constraints, but that's about supply, not demand. They also mention "start-ups have been slower than expected from the new R&D capacity coming online" for corn oil, but that's about supply. For protein, they say "we have enough identified demand" but that is based on their own product ramp, not scarcity. They don't mention customers double-ordering or building safety stock. They don't mention scarcity-driven amplification. So Gate 2 would be YES if demand is company-specific.

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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 is the company talking about how demand is off the charts? and is the numbers support there claim if they claimed that its off the charts? ... only consider the data i give you only take that into consideration ... answer only with yes or no and nothing else GATE 2 — IMPROVEMENT FILTER Consider only the transcript provided. Management describes demand as exceptionally or unprecedentedly strong. Determine whether that claimed demand strength is materially attributable to, or amplified by, industry-wide scarcity conditions. Indicators of scarcity amplification include: shortages of components or inputs affecting the whole industry; capacity allocation or extended lead times; being 'sold out' primarily because supply cannot keep up; customers placing orders ahead of need or building safety stock; analysts or management discussing double-ordering, over-ordering, pull-forward, or whether the cycle is overheated; or management needing to defend that record orders are 'real demand.' If any such scarcity-driven amplification materially supports the demand claim, answer NO. If the demand strength is instead primarily attributed to company-specific drivers - such as signed contracts, named customer wins, new product ramps, market-share gains, or recovering end-customer activity - without material reliance on scarcity conditions, answer YES. Answer with exactly YES or NO and nothing else. 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.

Companies that answered YES

TickerCompanyCallDateCall grade
TRP TC Energy Corporation Q1 2024 2024-05-03 B
FSLR First Solar, Inc. Q3 2022 2022-10-28 C+
ONON On Holding AG Q2 2022 2022-08-16 A
CME CME Group Inc. Q2 2022 2022-07-27 B
ABNB Airbnb, Inc. Q1 2022 2022-05-03 B+
CPAC Cementos Pacasmayo S.A.A. Q4 2021 2022-02-15 C+
TJX The TJX Companies, Inc. Q2 2021 2021-08-18 C

How the model reasoned

ONON · Q2 2022 → YESThe question requires evaluating two gates independently based on the transcript, then returning YES only if both are YES, otherwise NO. Answer with exactly YES or NO. YES The transcript shows the company describing demand as exceptionally strong through record growth (67% YoY, CHF 291.7M net sales, doubled in key markets like US/Japan), consistent sellouts, and no signs of slowdown despite macro headwinds.
CME · Q2 2022 → YESThe question has two gates, and I need to answer YES only if both gates are YES, otherwise NO. And answer with exactly YES or NO. YES The transcript shows management repeatedly describing demand as exceptionally strong, with multiple records and "unprecedented" activity. Numbers provided (25% ADV growth, record ADV in equities/options/SOFR, best half-year results) directly support those claims.
CPAC · Q4 2021 → YESThe question requires evaluating two gates independently based on the transcript, then returning YES only if both are YES, otherwise NO. Answer with exactly YES or NO. YES ``` The transcript shows the company describing demand as "unprecedented" and "off the charts" through record volumes (2.6M tons in 2019 to 3.6M in 2021, ~38-40% growth) and revenue/EBITDA surges (49.

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Not investment advice. Artul.ai publishes AI-generated earnings-call quality grades and expected-volatility estimates — never buy or sell recommendations. We tested over 1,600 predictive hypotheses against 165,000 transcripts; the honest result, including what failed, is documented in our methodology.