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

VinFast Auto Ltd. (VFS) — this company's answers

NO on the Q4 2023 call 2024-02-22 F
The model's full reasoning — Q4 2023 call → NOWe need to evaluate both gates based only 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, record deliveries, positive feedback, deposits, etc. But "off the charts" is a strong phrase. They say "initial sales far above our expectations" for VF6, "overwhelming number of deposits" in Indonesia, "strong order book in January from the US", "huge uptick in deliveries" in January. However, they also give numbers: 13,513 EVs delivered in Q4, 34,855 for full year. That's not "off the charts" in absolute terms. But the claim is about demand, not just deliveries. They talk about orders and deposits. But do the numbers support "off the charts"? They don't provide specific order numbers or growth rates that would be extraordinary. They say 374% increase from 2022, but that's from a low base. The transcript does not explicitly say "demand is off the charts". They say "strong", "positive", "overwhelming" but not that phrase. So Gate 1 might be NO because they don't explicitly claim it's off the charts, and numbers don't support such a strong claim. The instruction says "is the company talking about how demand is off the charts?" That is a specific claim. They talk about strong demand but not off the charts. So Gate 1 is NO. Gate 2: Improvement filter. Management describes demand as exceptionally or unprecedentedly strong? They say "initial sales far above our expectations", "overwhelming number of deposits", "strong order book", "huge uptick". That could be considered exceptionally strong. But is that demand strength materially attributable to industry-wide scarcity conditions? The transcript does not mention any shortages, capacity constraints, lead times, double-ordering, etc. They talk about their own product launches, dealer network, battery leasing, etc. So it's company-specific. So Gate 2 would be YES if they claim exceptional demand and it's company-specific. But Gate 1 is NO, so overall answer is 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

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.