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

Applied Optoelectronics, Inc. (AAOI) — this company's answers

NO on the Q4 2022 call 2023-02-23 C
The model's full reasoning — Q4 2022 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 in CATV, record revenue, but not "off the charts" explicitly. However, they say "robust demand" and "record" CATV revenue. But the question asks "is the company talking about how demand is off the charts?" That phrase is not used. They say "strong demand" and "robust demand". Also, numbers: CATV revenue up 53% YoY, record. But overall revenue declined sequentially? Actually Q4 revenue $61.6M, Q3? Not given. But they say CATV record. However, the claim "off the charts" is not exactly stated. So Gate 1 might be ambiguous. But the instruction says "only consider the data I give you" and answer yes/no. I think the answer is no because they don't say "off the charts". But let's read carefully: "We continue to see strong demand in the CATV market and generated the highest quarterly CATV revenue in the company history in Q4." That is strong but not "off the charts". So Gate 1 likely NO. Gate 2: Improvement filter. Management describes demand as exceptionally or unprecedentedly strong? They say "record" and "strong" but not "unprecedented". Also, is that demand strength materially attributable to scarcity? They mention capacity constraints? They say "we're sort of capacity limited in terms of production" and "likely to be capacity constrained" for next several quarters. That suggests supply cannot keep up, which is a scarcity indicator. Also, they mention customers pulling in orders due to Lunar New Year, but that's not necessarily scarcity. They also mention "customers continue to manage inventory" for data center, but that's not CATV. For CATV, they say "robust demand" and "capacity limited". That implies demand is strong but supply is constrained, which could be scarcity-driven. Also, they mention "we're carefully monitoring MSO plans" but not double-ordering. However, the fact that they are capacity constrained and customers pulled in orders suggests some scarcity amplification. So Gate 2 would be NO because demand strength is partly due to supply constraints. Thus overall answer NO. But let's be precise: Gate 1 asks "is the company talking about how demand is off the charts?" They don't use that phrase. So NO. Even if they did, numbers support? But they don't.

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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.