Demand off the charts · scarcity_amplification_screen
Hit Rate
0.4%
rare by design
NO
on the Q3 2022 call
2022-10-25
B+
The model's full reasoning — Q3 2022 call → NOWe need answer only yes/no. Need evaluate both gates. Gate1: "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?" Need yes/no. Transcript: "demand indicators remain very strong", "robust demand", "orders increased 10%", "backlog increased 26%", "demand is very strong", "mid-teens core growth", "40% core backlog growth". They don't literally say "off the charts" but strong. Numbers support? Yes. So Gate1 likely yes. Gate2: "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... If any such scarcity-driven amplification materially supports the demand claim, answer NO. If demand strength instead primarily attributed to company-specific drivers... answer YES." Transcript: They discuss supply chain constraints, material availability, extended lead times, "supply chain constraints" limiting sales, "in an unconstrained environment, there is demand in our current backlog and order patterns to support mid- to high-teens sales growth in 2023." This suggests demand is amplified by scarcity? They say demand strong but supply constrained. Also "customers placing orders ahead of need"? Not explicitly. But they mention "unsatisfied demand in 2022 will just roll into 2023 prolonging the cycle." That indicates scarcity-driven amplification? The demand strength is partly due to supply constraints causing backlog growth. They also mention "supply chain constraints" and "material availability" as limiting sales. The question asks whether claimed demand strength is materially attributable to or amplified by industry-wide scarcity conditions. Yes, they attribute strong backlog/orders partly to supply chain constraints? They say "demand is very strong" but "sales remain constrained by material availability". Also "in an unconstrained environment, there is demand in our current backlog and order patterns to support mid- to high-teens sales growth" implies that current backlog is inflated because supply can't keep up. That is scarcity amplification. So Gate2 should be NO. Therefore overall NO. Need answer exactly YES or NO. So 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.