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

Ethan Allen Interiors Inc. (ETD) — this company's answers

NO on the Q1 2022 call 2021-10-27 A
The model's full reasoning — Q1 2022 call → NOWe need answer only yes/no. Need evaluate both gates. Need consider transcript. Gate 1: "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 only yes/no. Transcript: demand strong, written orders up 6.1% vs strong prior year, 17.6% vs 2019. They don't say "off the charts" exactly. They say "strong demand", "continued acceleration", "record high order backlogs". Is that "off the charts"? Maybe not literally. Gate 1 asks "is company talking about how demand is off the charts?" They talk about strong demand, record backlog. But "off the charts" is colloquial. Need answer yes/no. Also numbers support? Yes, strong growth. But Gate 1 maybe yes. Gate 2: Improvement filter: Management describes demand as exceptionally or unprecedentedly strong. Determine whether claimed demand strength is materially attributable to or amplified by industry-wide scarcity conditions. Indicators: shortages, capacity allocation, extended lead times, sold out because supply cannot keep up, customers ordering ahead, double-ordering, etc. Transcript: They discuss supply chain challenges, raw material shortages, foam supply bottleneck, container costs, labor shortages, extended lead times? They mention "Servicing our large backlog of orders", "record high order backlogs", "we expect to get caught up on during this fiscal year." They mention "75% of products made in North America", "we have increased capacity", "raw material supplies have improved." They mention "product shortages, price increases and shipping delays." They mention "we held back product offerings because of supply situation." They mention "customers placing orders ahead of need"? Not explicitly. But they discuss supply chain constraints and backlog. Demand strength is partly due to industry-wide scarcity? They attribute demand to home consumer interest, technology, interior design, product offerings. But they also discuss supply chain challenges and backlog. The question: "If any such scarcity-driven amplification materially supports the demand claim, answer NO." The transcript indicates demand is strong despite supply constraints, but also backlog is high because supply cannot keep up.

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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.