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

Zebra Technologies Corporation (ZBRA) — this company's answers

NO on the Q2 2022 call 2022-08-02 C+
The model's full reasoning — Q2 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 says "Customer demand remains strong" and "record levels of customer demand" for printing. Also "record backlog" and "bookings velocity has remained pretty stable this year. So it's very strong." But "off the charts" is a strong phrase. They say "strong" and "record" but not exactly "off the charts." However, the gate asks if they are talking about demand being off the charts. They mention record demand and strong demand. But the question is whether they claim it's off the charts. They say "record levels of customer demand" for printing. Also "strong backlog" and "healthy sales pipeline." So they are talking about strong demand. But "off the charts" is an exaggeration. The gate says "is the company talking about how demand is off the charts?" They don't use that exact phrase, but they do talk about record demand. However, the gate also asks "and is the numbers support there claim if they claimed that its off the charts?" They have record revenues in printing, but overall growth is 6.9% organic, which is not off the charts. So the numbers don't support "off the charts" because growth is moderate. So Gate 1 might be NO because they don't claim it's off the charts, and numbers don't support that. Gate 2: Improvement filter. Consider whether demand strength is materially attributable to scarcity amplification. The transcript mentions supply chain constraints, extended lead times, component shortages, and they are allocating supply. They also mention "we have been experiencing a steady improvement in manufacturing output, however, our sales growth continues to be limited by extended lead times and availability of certain component parts." Also they talk about "supply constraints" and "over allocations." They also mention "we secured a greater supply of certain products than we had anticipated." They also talk about "premium supply chain costs" and "spot market" purchases. They also mention "we are limiting our sales growth to a range of 2% to 4% due to actions to reduce expedited air freight costs, and shift our printer products to ocean shipments." So they are managing supply chain.

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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.