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

Weibo Corporation (WB) — this company's answers

NO on the Q1 2017 call 2017-05-16 B
The model's full reasoning — Q1 2017 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 shows strong revenue growth (67% YoY), user growth, and ad revenue growth. Management describes strong demand, but "off the charts" is an exaggeration. However, they do talk about strong demand and numbers support strong growth. But the question asks "is the company talking about how demand is off the charts?" They talk about strong growth, but not explicitly "off the charts". Also, they mention "demand" in terms of ad spending. They say "customers continued to increase their ad spending" and "strong revenue growth". But "off the charts" is not explicitly stated. So Gate 1 might be ambiguous. But the instruction says "answer only with yes or no" for Gate 1? Actually the instruction says: "Evaluate both gates independently... answer only with yes or no and nothing else" for the final answer. But we need to determine if both gates are satisfied. Gate 2: Is the demand strength materially attributable to industry-wide scarcity conditions? The transcript does not mention any scarcity, shortages, supply constraints, or anything like that. The demand is attributed to company-specific drivers like product improvements, partnerships, market share gains, etc. So Gate 2 would be YES because no scarcity amplification. But Gate 1: The company talks about strong demand, but "off the charts" is a strong phrase. They say "revenue growth has been at the highest rate post our IPO" and "amazing quarter". They also say "strong revenue and user growth". They don't explicitly say "off the charts". However, the question might be interpreted as "is the company talking about demand being exceptionally strong?" They do talk about strong growth. But the gate says "is the company talking about how demand is off the charts?" That is a specific phrase. They don't use that phrase. So maybe Gate 1 is NO because they don't say "off the charts". But the gate also says "and is the numbers support there claim if they claimed that its off the charts?" So if they claimed it, do numbers support? But they didn't claim it. So Gate 1 is likely NO. Thus, since Gate 1 is NO, the final answer is NO.

← Back to the full WB analysis

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.

More from the question bank

Management is playing referee between competOutgrowing the shellStale terms, scheduled resetCandid stewardship of one big open questionThe company's own money is now going somewheCenter of attention has moved to the newest All questions →
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.