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Compounding evidence

Compounding evidence: management cites customer behavior, not just customer numbers, as proof the offering is winning

Calls Tested
470
Answered YES
84
Hit Rate
17.9%
rare by design

Chipotle Mexican Grill, Inc. (CMG) — this company's answers

NO on the Q3 2023 call 2023-10-27 B+
The model's full reasoning — Q3 2023 call → NO我们根据指令分析。要回答YES,需要满足两个条件:(1)行为证据,具体且当前;(2)管理层将其作为核心证据,并认为未来还有更多。 在电话会议中,Brian Niccol提到“transactions were positive all year and up over 4% in the third quarter”,这是公司结果。他还提到“we're seeing that restaurants that have the right cadence of orders on the digital make line and that are executing the four pillars of throughput are seeing an improvement of four to five entrees in their peak 15-minute period.” 这是内部运营结果,不是客户行为。 关于客户行为,有“opening day sales hitting a new company record”在Calgary,这是一个具体事件,但被描述为单一事件,且管理层并未将其作为核心证据。还有“Carne Asada”的推出,但管理层的描述是“reception has surpassed our expectations”,这是内部评估,没有具体客户行为。 管理层强调“transaction comps positive all year and up over 4% in the third quarter”和“we continue to see strong mid single digit transaction comps in the fourth quarter so far”,这些是公司结果,不是观察到的客户行为。 没有具体描述客户的行为,如等待、重新订购、扩大使用等。所有证据都是公司自身的结果或运营改进。因此,答案应为NO。

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Show the exact prompt the model was given
Using ONLY the supplied earnings call transcript and no outside information: On this call, when management explains why it believes the business is working and will keep growing, does it ground that case in OBSERVED CUSTOMER OR COUNTERPARTY BEHAVIOR from the recent period — concrete things buyers, users, or partners are actually DOING that reveal genuine preference or commitment — rather than only in the company's own results, effort, or plans? Answer YES when management's own words convey, in whatever form fits the business, BOTH of the following: (1) BEHAVIORAL EVIDENCE, DESCRIBED CONCRETELY AND CURRENTLY. Management points to at least one specific pattern of real counterparty behavior in the recent period that demonstrates the offering is being chosen and valued — for example: customers returning, reordering, renewing, or expanding on their own initiative; buyers adopting faster, deciding sooner, or committing earlier or bigger than such buyers normally do; existing users widening their usage, deployments, or scope beyond what they originally signed up for; counterparties accepting waits, terms, or effort to secure access; new buyers arriving because of what existing users did, said, or achieved; or customers behaving in some other way that costs them something and therefore reveals real conviction. The behavior must be described as actually observed now — grounded in what specific kinds of counterparties are doing in the recent period — not asserted through generic loyalty, satisfaction, or brand-strength language. (2) MANAGEMENT TREATS THIS BEHAVIOR AS THE CORE PROOF, WITH MORE STILL AHEAD. Management presents this observed behavior as central evidence for where the company is heading — connecting it to why growth continues — and conveys, directly or plainly in substance, that the business this behavior points to is still mostly in front of the company (the pattern is early, spreading, or building) rather than already fully reflected in the reported results. Answer NO if management's case for the business rests mainly on its own reported results, guidance, execution claims, cost actions, market size, industry tailwinds, or pipeline, without observed counterparty behavior doing the work. NO if the customer evidence is generic boilerplate ("our customers love us," "retention remains strong," "demand is healthy") with no described behavior behind it. NO if the cited behavior is a single isolated anecdote that management itself treats as immaterial. NO if the behavior is chiefly attributed to a temporary condition — shortage, pre-buy, catch-up, seasonality, or one-time event — that management expects to unwind. NO if the behavior described is negative or weakening (churn, downgrades, hesitation). NO if the behavioral evidence appears only in an analyst's question or characterization that management does not itself affirm. Use only the supplied transcript. Answer only YES or NO.

Companies that answered YES

TickerCompanyCallDateCall grade
NOAH Noah Holdings Limited Q1 2024 2024-05-30 D
CRGO Freightos Limited Q1 2024 2024-05-20 C+
FWONK Formula One Group Q1 2024 2024-05-08 C+
LINC Lincoln Educational Services Corporation Q1 2024 2024-05-06 B+
PPC Pilgrim's Pride Corporation Q1 2024 2024-05-03 A
AES The AES Corporation Q1 2024 2024-05-03 C+
ROCK Gibraltar Industries, Inc. Q1 2024 2024-05-01 B+
LTRX Lantronix, Inc. Q3 2024 2024-04-29 C
PDS Precision Drilling Corporation Q1 2024 2024-04-25 B
DUOT Duos Technologies Group, Inc. Q4 2023 2024-04-01 F
LEGH Legacy Housing Corporation Q4 2023 2024-03-18 C
GIII G-III Apparel Group, Ltd. Q4 2024 2024-03-14 C
KOPN Kopin Corporation Q4 2023 2024-03-14 C+
NICE NICE Ltd. Q4 2023 2024-02-22 B+
CHT Chunghwa Telecom Co., Ltd. Q4 2023 2024-01-30 C
EMKR EMCORE Corporation Q4 2023 2023-12-12 C+
AIRG Airgain, Inc. Q3 2023 2023-11-09 F
SCPH scPharmaceuticals Inc. Q3 2023 2023-11-08 B
AEIS Advanced Energy Industries, Inc. Q2 2023 2023-08-03 B
AFL Aflac Incorporated Q2 2023 2023-08-02 C+
CTO CTO Realty Growth, Inc. Q2 2023 2023-07-28 B
IMAX IMAX Corporation Q2 2023 2023-07-26 B+
FTHM Fathom Holdings, Inc. Q1 2023 2023-05-10 C
ULCC Frontier Group Holdings, Inc. Q1 2023 2023-05-07 C+
CARS Cars.com Inc. Q1 2023 2023-05-06 B
BRX Brixmor Property Group Inc. Q1 2023 2023-05-02 A
DKS DICK'S Sporting Goods, Inc. Q4 2022 2023-03-07 B
M Macy's, Inc. Q4 2022 2023-03-02 D
OEC Orion Engineered Carbons S.A. Q4 2022 2023-02-17 B+
TOST Toast, Inc. Q4 2022 2023-02-16 C+
ADPT Adaptive Biotechnologies Corporation Q4 2022 2023-02-14 C+
BLZE Backblaze, Inc. Q3 2022 2022-11-11 D
SIBN SI-BONE, Inc. Q3 2022 2022-11-07 C+
MEC Mayville Engineering Company, Inc. Q3 2022 2022-11-05 B+
AWRE Aware, Inc. Q3 2022 2022-10-30 F
YMM Full Truck Alliance Co. Ltd. Q2 2022 2022-08-25 C+
TMCI Treace Medical Concepts, Inc. Q2 2022 2022-08-13 B+
DM Desktop Metal, Inc. Q2 2022 2022-08-08 F
CRL Charles River Laboratories International Q2 2022 2022-08-03 C
SYM Symbotic Inc. Q3 2022 2022-08-01 B+
INVH Invitation Homes Inc. Q2 2022 2022-07-28 B+
UPWK Upwork Inc. Q2 2022 2022-07-27 C+
FLYW Flywire Corporation Q1 2022 2022-05-14 B+
ZVIA Zevia PBC Q1 2022 2022-05-12 B
SOPH SOPHiA GENETICS SA Q4 2021 2022-03-15 C
FLUX Flux Power Holdings, Inc. Q2 2022 2022-02-10 D
GTES Gates Industrial Corporation plc Q4 2021 2022-02-07 C+
MOMO Hello Group Inc. Q3 2021 2021-11-30 D
GFS GLOBALFOUNDRIES Inc. Q3 2021 2021-11-30 A
ZH Zhihu Inc. Q3 2021 2021-11-22 D
CYBR CyberArk Software Ltd. Q3 2021 2021-11-04 B+
ASAN Asana, Inc. Q2 2022 2021-09-01 B+
LOPE Grand Canyon Education, Inc. Q2 2021 2021-08-08 C
EEX Emerald Holding, Inc. Q2 2021 2021-08-01 C+
ESRT Empire State Realty Trust, Inc. Q2 2021 2021-07-29 C+
DGX Quest Diagnostics Incorporated Q2 2021 2021-07-22 B+
JPM JPMorgan Chase & Co. Q2 2021 2021-07-13 A
ADSK Autodesk, Inc. Q3 2019 2018-11-20 A
AMGN Amgen Inc. Q3 2018 2018-10-30 B+
LRN Stride, Inc. Q1 2019 2018-10-23 B
PRIM Primoris Services Corporation Q2 2018 2018-08-11 C+
IRT Independence Realty Trust, Inc. Q2 2018 2018-08-02 B
KIM Kimco Realty Corporation Q2 2018 2018-07-26 B+
MKC McCormick & Company, Incorporated Q2 2018 2018-06-28 C+
BCOV Brightcove Inc. Q1 2018 2018-04-26 B+
ALLY Ally Financial Inc. Q1 2018 2018-04-26 B+
ILMN Illumina, Inc. Q1 2018 2018-04-24 A
PCRX Pacira BioSciences, Inc. Q4 2017 2018-02-28 C
INST Instructure's Q4 2017 2018-02-12 B+
AVT Avnet, Inc. Q2 2018 2018-01-25 B
MKTX MarketAxess Holdings Inc. Q3 2017 2017-10-25 C+
LIND Lindblad Expeditions Holdings, Inc. Q2 2017 2017-08-06 C
BCE BCE Inc. Q2 2017 2017-08-05 B+
CNS Cohen & Steers, Inc. Q2 2017 2017-07-20 B
PLAB Photronics, Inc. Q2 2017 2017-05-17 C+
IONS Ionis Pharmaceuticals, Inc. Q1 2017 2017-05-09 C
ICFI ICF International, Inc. Q1 2017 2017-05-06 B+
WYY WidePoint Corporation Q3 2016 2016-11-09 D
MAT Mattel, Inc. Q3 2016 2016-10-19 C
VRNS Varonis Systems, Inc. Q2 2016 2016-08-09 B+
NWSA News Corporation Q2 2016 2016-08-08 C+
GOGO Gogo Inc. Q1 2016 2016-05-06 C+
RCL Royal Caribbean Cruises Ltd. Q1 2016 2016-04-29 C+
HPP Hudson Pacific Properties, Inc. Q4 2015 2016-02-25 C

How the model reasoned

ULCC · Q1 2023 → YESThe question is: Does management ground their case in OBSERVED CUSTOMER OR COUNTERPARTY BEHAVIOR from the recent period? YES Management points to concrete recent-period behavior: over half of GoWild Pass sales so far are from customers with no prior travel history with Frontier, plus overwhelmingly positive feedback and customers taking the product to social media. They treat this observed adoption pattern as central proof that the offering is working and will keep growing, with the 90%+ repeat rate and $85–$100 per-passenger contribution goals still ahead of current results. They also cite the shift in consumer demand patterns (leisure travel increasingly favoring peak days, expanding RASM premium from 19% to over 25%) as direct evidence of customer preference that is reshaping capacity and margins. These elements are presented as the behavioral foundation for continued growth rather than merely company results or plans.
PCRX · Q4 2017 → YESThe question is: Does management ground their case for why the business is working and will keep growing in OBSERVED CUSTOMER OR COUNTERPARTY BEHAVIOR from the recent period? YES Management grounds its case in concrete, observed counterparty behavior—specifically J&J’s sales team activating accounts and training customers on EXPAREL technique, with the number of activated accounts continuing to grow, plus J&J committing to a six-fold increase in PEAK programs (already exceeding 2018 plans). They also cite commercial payers paying for EXPAREL under C9290 as a medical benefit and hospitals gaining access through surgeon relationships, treating these patterns as central proof that the offering is being chosen and valued, with the business still early and expanding ahead.
PPC · Q1 2024 → YESThe question is: Does management ground their case in OBSERVED CUSTOMER OR COUNTERPARTY BEHAVIOR from the recent period? YES Management grounds its case in observed counterparty behavior by citing concrete patterns such as key customers increasing marketplace presence, deli and QSRs showing steady performance, brands growing faster than category averages in Europe, key customer partnerships driving growth in Mexico, and key customers outpacing industry growth in domestic chicken volumes and value-added products — all presented as recent, specific actions by buyers and partners that demonstrate genuine preference and commitment, with the business still building further through continued diversification and new opportunities.

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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.