Demand off the charts · scarcity_amplification_screen
Hit Rate
0.4%
rare by design
NO
on the Q2 2023 call
2023-08-02
B
The model's full reasoning — Q2 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? The transcript mentions data center growth and demand. Calvin Butler says: "Nationally, we expect to see 50% annual growth in electric cars and 12% annual growth in data centers. And ComEd particularly, is already seeing sizable opportunity in data centers. The data center growth will only strengthen as industries increasingly rely on cloud services and AI." That indicates strong demand, but not explicitly "off the charts". However, they talk about sizable opportunity. But do they provide numbers? They mention growth rates but not specific demand numbers for their own company. The claim is not explicitly "off the charts". So Gate 1 might be ambiguous. But the instruction says "is the company talking about how demand is off the charts?" They talk about strong growth but not that phrase. Also "and is the numbers support there claim if they claimed that its off the charts?" They don't provide specific numbers for their own demand. So likely Gate 1 is NO. But let's read carefully. The question says "consider only the provided earnings-call transcript." So we must base on that. They mention data center growth and AI, but no specific numbers for their own demand. So Gate 1 is not clearly satisfied. So answer NO. But we need to evaluate both gates. If Gate 1 is NO, then overall answer is NO. But let's check Gate 2 as well. Gate 2: Management describes demand as exceptionally or unprecedentedly strong. They say "sizable opportunity" and "will only strengthen" but not exceptionally strong. Also they don't attribute to scarcity. They talk about data center growth as a driver. No mention of shortages or scarcity. So Gate 2 might be YES if they claim strong demand and it's company-specific. But they don't claim exceptionally strong. So Gate 2 also likely NO. Thus overall answer is NO. But the instruction says "Return YES only when the transcript satisfies the substantive YES criteria of BOTH Gate 1 and Gate 2." So we need both to be YES. Since Gate 1 is not clearly YES, answer NO. Thus final answer: NO.
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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
| Ticker | Company | Call | Date | Call 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.
More from the question bank
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.