Demand off the charts · scarcity_amplification_screen
Hit Rate
0.4%
rare by design
NO
on the Q3 2023 call
2023-11-22
C
The model's full reasoning — Q3 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? The transcript mentions strong demand during summer, but not "off the charts" explicitly. They say "robust learning demand" and "strong demand from customers." But they also note that supply of tutors was insufficient, leading to less gross billing collection. So demand is strong but not necessarily "off the charts." Also numbers: revenue growth 30%, but gross billings only 5% growth. So numbers don't support "off the charts" claim. So Gate 1 likely NO. Gate 2: Improvement filter. Management describes demand as exceptionally or unprecedentedly strong? They say "robust" and "strong" but not exceptionally or unprecedentedly. Also, they mention that supply of tutors was insufficient, which is a scarcity condition? Actually, they say they didn't reserve sufficient supply of tutors, leading to unmet demand. That is a company-specific issue, not industry-wide scarcity. But the question asks if demand strength is materially attributable to or amplified by industry-wide scarcity conditions. They mention that high-qualified service providers are limited, which could be industry-wide? But they don't discuss shortages of components, lead times, etc. They mention that they didn't have enough tutors, but that's their own planning. Also, they talk about next grade students supply decreasing, which is a demographic or market condition? They say "significant decrease in the supply of next grade students" - that could be a market condition, but not necessarily scarcity amplification. They also mention that they are building a pool of students for next summer. So the demand strength is not primarily attributed to scarcity; it's more about their own capacity and market demand. However, they do mention that high-qualified service providers are limited, which could be an industry-wide scarcity of tutors. But they don't explicitly say that demand is amplified by scarcity. They say they couldn't meet demand because they didn't have enough tutors, which is a supply constraint. But is that industry-wide? Possibly, but they don't discuss double-ordering, pull-forward, etc. So I think Gate 2 might be ambiguous. But since Gate 1 is NO, the overall answer is NO. Thus, 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.