Demand off the charts · scarcity_amplification_screen
Hit Rate
0.4%
rare by design
NO
on the Q1 2024 call
2024-05-09
B+
The model's full reasoning — Q1 2024 call → NOWe need to evaluate the transcript. The question asks: is the company talking about how demand is off the charts? And does the numbers support that claim? The transcript: Mat says "we are extremely busy", "great buzz", "tremendous start", "momentum". He says "we grew 13% from the fourth quarter and 24% compared to last year's first quarter." He says "we expect production between $28 billion and $35 billion" for Q2. He says "strong purchase year". But does he say "off the charts"? He says "extremely busy" and "tremendous start". He doesn't explicitly say "off the charts". The claim is about demand being off the charts. He says "we are extremely busy" and "great buzz". But he doesn't say demand is off the charts. He says "we are in the weeds of our business" and "done a nice job". He says "we are hiring hundreds of new team members". He says "we are prepared for when rates drop". He doesn't claim demand is off the charts. He says "we expect production between $28 billion and $35 billion" which is a range. He says "we grew 24% year-over-year". That is strong but not "off the charts". The question asks: "is the company talking about how demand is off the charts?" The answer is no, they don't use that phrase. They talk about strong demand but not off the charts. So Gate 1 would be NO. Also the numbers support? They grew 24% but that's not off the charts. So Gate 1 is NO. Therefore overall answer is NO. But let's check Gate 2 as well. Even if Gate 1 were yes, Gate 2 asks about scarcity amplification. The transcript doesn't mention any scarcity. It mentions industry-wide conditions? It says "when rates are high, the brokers in UWM will always dominate" and "when rates go down, every mortgage company will look great". It doesn't mention shortages or capacity constraints. It mentions hiring hundreds of new team members, so they are adding capacity. No mention of supply constraints. So Gate 2 would be YES if demand were strong and company-specific. But since Gate 1 is NO, overall 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.