Question Bank › Answers go deeper than the script

Answers go deeper than the script

Answers go deeper than the script: questioning keeps surfacing new concrete detail behind a positive development

Calls Tested
1,445
Answered YES
200
Hit Rate
13.8%
rare by design

Snowflake Inc. (SNOW) — this company's answers

NO on the Q3 2022 call 2021-12-01 A
The model's full reasoning — Q3 2022 call → NO我们根据要求分析。问题核心:是否存在一个积极、当前的发展,在Q&A中比在准备发言中提供了更多具体运营细节。需要多个问答环节中管理层的回答是增量的、具体的。 浏览问答: - 第一个问题关于数据共享和行业云,Frank回答较泛,提到“tip of iceberg”,没有具体新细节。 - 第二个问题关于网络效应和招聘,Frank提到金融和媒体云有网络效应,但仍是概括;Mike关于招聘说质量优先,无具体。 - 第三个问题关于收入超预期驱动,Mike说由几个大客户驱动,但未具体点名,说“unique to their business”,并说不会重复。这算具体吗?有点。 - 第四个问题关于Fortune 500和百万客户重叠,Frank说渗透率低,但无新细节。 - 第五个问题关于净收入留存率,Frank说整个公司是客户成功,但无具体。 - 第六个问题关于Q4消费模式,Mike说预测变好,用Snowflake建模,但无具体。 - 第七个问题关于超预期驱动,Mike再次说大客户,但无新细节。 - 第八个问题关于国际增长,Mike说EMEA和亚洲超计划,但无具体客户或数字。 - 第九个问题关于CSP合作,Mike说AWS占多数,Google零,但这是已有信息。 - 第十个问题关于性能竞争,Christian说投资性能,但无具体。 - 第十一个问题关于客户达到百万收入时间,Mike说平均初始合同5万,现有148客户平均350万,但这是统计,不是新运营细节。 - 第十二个问题关于加速增长,Mike说即使去掉大客户仍超100%,但无具体。 - 第十三个问题关于产品附加,Mike说只有标准和企业版,无新。 - 第十四个问题关于超预期客户,Mike说一个客户每年大项目,另一个增长快,但无具体名称或细节。 - 第十五个问题关于垂直行业,Frank说公共部门有摩擦,但无具体。 - 第十六个问题关于净收入留存率提升原因,Mike说大客户成熟、新功能、垂直化,但都是概括。 - 第十七个问题关于消费模型和客户价值,Frank和Mike说客户可控制,有优化案例,但无具体数字。 - 第十八个问题关于预测指标,Mike说看指导,无新。 - 第十九个问题关于数据科学,Christian说合作,无具体。 - 第二十个问题关于非结构化数据,Christian说公共预览,有采用,但无具体。 - 第二十一个问题关于垂直行业,Mike说医疗、公共部门、零售,但无具体。 整体上,管理层在Q&A中重复了准备发言中的主题,如大客户驱动、垂直化、数据共享等,但几乎没有提供新的具体运营细节。例如,关于超预期,Mike说“一些大客户”,但未说明是哪些行业或具体项目。关于国际增长,只说“超计划”,无具体国家或客户。关于CSP,只说AWS占多数,但这是已知。关于非结构化数据,只说“看到采用”,无具体案例。 因此,没有出现一个发展在Q&A中被深入挖掘并添加大量新细节。回答多为概括性、重复性。所以答案应为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, is there a POSITIVE, CURRENT development in the company's business — some part of the business that management presents as genuinely going well or stepping up right now — for which the question-and-answer discussion PRODUCES MORE CONCRETE OPERATING DETAIL THAN THE PREPARED REMARKS CONTAINED — that is, as analysts ask about that development, do management's answers keep ADDING new, specific, present-tense substance about it (in whatever form fits the business — such as further particulars about which customers or counterparties, how much volume or activity, how the ramp or rollout is actually being executed, what the timing and sequencing look like, what the economics or capacity behind it are, or what has already happened that had not been mentioned before) — so that a reader learns substantially MORE about the real state of that development from management's answers than from its opening presentation? Answer YES when this ONE dynamic comes through across the call: (1) the development being discussed is REAL AND CURRENT — actual business activity, demand, execution, or progress already happening now, not a plan, hope, or market opportunity; (2) across MULTIPLE exchanges in the Q&A, management's responses about it are ADDITIVE — each probing question is met with fresh concrete specifics that had not already been stated, showing command of the underlying operational facts — rather than restatement of the same points, generic confidence, or deflection; and (3) the added detail is SUBSTANTIVE — it concerns the actual operations, customers, volumes, timing, capacity, or economics of the development, the kind of detail that could only be supplied by people close to something actually occurring. Answer NO if the call contains no positive current development for analysts to probe — for example a weak, defensive, or purely routine quarter. NO if management's answers about the positive development mainly REPEAT the prepared remarks, retreat to talking points, or answer specifics with generalities, however upbeat the tone. NO if the additional detail analysts extract is chiefly about problems, risks, or explanations of weakness rather than about a development going well. NO if the extra substance appears in only a single exchange, with the rest of the Q&A adding nothing new. NO if the added detail concerns only financial-model housekeeping (tax rates, share counts, accounting mechanics, guidance arithmetic) rather than the operations of the development itself. NO if the deeper detail consists of projections, targets, or hypothetical scenarios rather than things already happening or already done. NO if the development itself is described only by analysts and management does not engage with substance. Use only the supplied transcript. Answer only YES or NO.

Companies that answered YES

TickerCompanyCallDateCall grade
TXRH Texas Roadhouse, Inc. Q2 2024 2024-07-25 A
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DAO Youdao, Inc. Q1 2024 2024-05-23 B
VITL Vital Farms, Inc. Q1 2024 2024-05-09 A
TALO Talos Energy Inc. Q1 2024 2024-05-07 B+
WEC WEC Energy Group, Inc. Q1 2024 2024-05-01 A
ROCK Gibraltar Industries, Inc. Q1 2024 2024-05-01 B+
FSP Franklin Street Properties Corp. Q1 2024 2024-05-01 D
WGS GeneDx Holdings Corp. Q1 2024 2024-04-29 B+
TS Tenaris S.A. Q1 2024 2024-04-26 C
PDS Precision Drilling Corporation Q1 2024 2024-04-25 B
SNV Synovus Financial Corp. Q1 2024 2024-04-18 B
LMFA LM Funding America, Inc. Q4 2023 2024-04-01 C
ASM Avino Silver & Gold Mines Ltd. Q4 2023 2024-03-21 C+
HSAI Hesai Group Q4 2023 2024-03-12 D
GWRS Global Water Resources, Inc. Q4 2023 2024-03-07 B+
EHAB Enhabit, Inc. Q4 2023 2024-03-07 C
PUMP ProPetro Holding Corp. Q4 2023 2024-02-21 C+
TOL Toll Brothers, Inc. Q1 2024 2024-02-21 A
KRNT Kornit Digital Ltd. Q4 2023 2024-02-14 C
EGP EastGroup Properties, Inc. Q4 2023 2024-02-08 B
RAMP LiveRamp Holdings, Inc. Q3 2024 2024-02-08 B+
INTR Inter & Co, Inc. Q4 2023 2024-02-08 B+
ZWS Zurn Elkay Water Solutions Corporation Q4 2023 2024-02-07 B
MET MetLife, Inc. Q4 2023 2024-02-01 B+
CVLT Commvault Systems, Inc. Q3 2024 2024-01-30 B+
CSPI CSP Inc. Q4 2023 2023-12-12 D
ATXS Astria Therapeutics, Inc. Q3 2023 2023-11-13 C
KRT Karat Packaging Inc. Q3 2023 2023-11-10 C+
SCPH scPharmaceuticals Inc. Q3 2023 2023-11-08 B
MEG Montrose Environmental Group, Inc. Q3 2023 2023-11-08 C+
VCEL Vericel Corporation Q3 2023 2023-11-08 A
EVCM EverCommerce Inc. Q3 2023 2023-11-07 B
SES SES AI Corporation Q3 2023 2023-11-07 D
LANC Lancaster Colony Corporation Q1 2024 2023-11-02 B
TEL TE Connectivity Ltd. Q4 2023 2023-11-01 B
MRAM Everspin Technologies, Inc. Q3 2023 2023-11-01 D
FSBC Five Star Bancorp Q3 2023 2023-10-31 B
CMG Chipotle Mexican Grill, Inc. Q3 2023 2023-10-27 B+
PFGC Performance Food Group Company Q4 2023 2023-08-16 B+
PYCR Paycor HCM, Inc. Q2 2023 2023-08-16 B
VTSI VirTra, Inc. Q2 2023 2023-08-14 C+
AVAH Aveanna Healthcare Holdings Inc. Q2 2023 2023-08-10 C+
HMC Honda Motor Co., Ltd. Q1 2024 2023-08-10 C+
PTLO Portillo's Inc. Q2 2023 2023-08-05 B
LNTH Lantheus Holdings, Inc. Q2 2023 2023-08-03 C+
PSA Public Storage Q2 2023 2023-08-03 B+
NMR Nomura Holdings, Inc. Q1 2024 2023-08-02 D
OSK Oshkosh Corporation Q2 2023 2023-08-01 B+
CTO CTO Realty Growth, Inc. Q2 2023 2023-07-28 B
CSTM Constellium SE Q2 2023 2023-07-26 A
ODFL Old Dominion Freight Line, Inc. Q2 2023 2023-07-26 B
PKG Packaging Corporation of America Q2 2023 2023-07-25 B+
NVS Novartis AG Q2 2023 2023-07-18 B+
QBTS D-Wave Quantum Inc. Q1 2023 2023-05-19 D
CDE Coeur Mining, Inc. Q1 2023 2023-05-11 C+
ULCC Frontier Group Holdings, Inc. Q1 2023 2023-05-07 C+
AMSF AMERISAFE, Inc. Q1 2023 2023-04-27 A
EDU New Oriental Education & Technology Grou Q3 2023 2023-04-19 B
BEAT BioTelemetry's Q4 2022 2023-03-17 D
TACT TransAct Technologies Incorporated Q4 2022 2023-03-08 A
AAOI Applied Optoelectronics, Inc. Q4 2022 2023-02-23 C
BSM Black Stone Minerals, L.P. Q4 2022 2023-02-22 B+
KELYA Kelly Services, Inc. Q4 2022 2023-02-16 D
ADPT Adaptive Biotechnologies Corporation Q4 2022 2023-02-14 C+
ACLS Axcelis Technologies, Inc. Q4 2022 2023-02-09 A
CEIX CONSOL Energy Inc. Q4 2022 2023-02-07 B
UAL United Airlines Holdings, Inc. Q4 2022 2023-01-18 B
RELL Richardson Electronics, Ltd. Q2 2023 2023-01-05 B+
WGO Winnebago Industries, Inc. Q1 2023 2022-12-16 D
A Agilent Technologies, Inc. Q4 2022 2022-11-21 B+
BEEM Beam Global Q3 2022 2022-11-10 C+
PCTY Paylocity Holding Corporation Q1 2023 2022-11-05 A
CHE Chemed Corporation Q3 2022 2022-11-01 B+
GATX GATX Corporation Q3 2022 2022-10-25 A
RICK RCI Hospitality Holdings, Inc. Q3 2022 2022-08-10 A
CRL Charles River Laboratories International Q2 2022 2022-08-03 C
EHC Encompass Health Corporation Q2 2022 2022-08-02 C+
SHW The Sherwin-Williams Company Q2 2022 2022-07-27 D
THTX Theratechnologies Inc. Q2 2022 2022-07-14 F
CTRN Citi Trends, Inc. Q1 2022 2022-05-24 D
SQM Sociedad Química y Minera de Chile S.A. Q1 2022 2022-05-19 C+
REPX Riley Exploration Permian, Inc. Q2 2022 2022-05-15 A
ZVIA Zevia PBC Q1 2022 2022-05-12 B
FARM Farmer Bros. Co. Q3 2022 2022-05-07 D
KTCC Key Tronic Corporation Q3 2022 2022-05-07 C
BFIN BankFinancial Corporation Q1 2022 2022-05-06 A
DRI Darden Restaurants, Inc. Q3 2022 2022-03-24 B+
FAT FAT Brands Inc. Q4 2021 2022-03-21 F
BROS Dutch Bros Inc. Q4 2021 2022-03-02 B+
AZUL Azul S.A. Q4 2021 2022-02-24 C+
FLUX Flux Power Holdings, Inc. Q2 2022 2022-02-10 D
GTES Gates Industrial Corporation plc Q4 2021 2022-02-07 C+
HFWA Heritage Financial Corporation Q4 2021 2022-01-27 A
GFS GLOBALFOUNDRIES Inc. Q3 2021 2021-11-30 A
SDIG Stronghold Digital Mining, Inc. Q3 2021 2021-11-30 F
RCMT RCM Technologies, Inc. Q3 2021 2021-11-12 B+
NGS Natural Gas Services Group, Inc. Q3 2021 2021-11-11 B+
ENV Envestnet, Inc. Q3 2021 2021-11-08 B+
CYBR CyberArk Software Ltd. Q3 2021 2021-11-04 B+
INVE Identiv, Inc. Q3 2021 2021-11-02 C+
LMAT LeMaitre Vascular, Inc. Q3 2021 2021-10-29 C+
HSY The Hershey Company Q3 2021 2021-10-28 C
ASAN Asana, Inc. Q2 2022 2021-09-01 B+
OWL Blue Owl Capital Inc. Q2 2021 2021-08-10 B+
KNDI Kandi Technologies Group, Inc. Q2 2021 2021-08-09 F
SNDX Syndax Pharmaceuticals, Inc. Q2 2021 2021-08-09 B
ICAD iCAD, Inc. Q2 2021 2021-08-08 F
CRS Carpenter Technology Corporation Q4 2021 2021-08-01 A
CLVT Clarivate Plc Q2 2021 2021-07-31 B+
NOV NOV Inc. Q2 2021 2021-07-28 C+
TENB Tenable Holdings, Inc. Q2 2021 2021-07-27 A
DGX Quest Diagnostics Incorporated Q2 2021 2021-07-22 B+
KMX CarMax, Inc. Q3 2019 2018-12-21 C
BKYI BIO-key International, Inc. Q3 2018 2018-11-15 D
VPG Vishay Precision Group, Inc. Q3 2018 2018-11-11 B
MYO Myomo, Inc. Q3 2018 2018-11-05 C
UMH UMH Properties, Inc. Q3 2018 2018-11-02 C+
SNY Sanofi Q3 2018 2018-10-31 B+
FTK Flotek Industries, Inc. Q2 2018 2018-08-08 F
GAIA Gaia, Inc. Q2 2018 2018-08-06 B+
ORAN Orange SA Q2 2018 2018-07-26 B
VALE Vale S.A. Q2 2018 2018-07-26 B
GSK GSK plc Q2 2018 2018-07-25 B
NVGS Navigator Holdings Ltd. Q1 2018 2018-05-10 C+
FOSL Fossil Group, Inc. Q1 2018 2018-05-08 C
JAZZ Jazz Pharmaceuticals plc Q1 2018 2018-05-08 B
ZG Zillow Group's Q1 2018 2018-05-08 C+
ALLY Ally Financial Inc. Q1 2018 2018-04-26 B+
VRNT Verint Systems Inc. Q4 2018 2018-03-28 B
TOUR Tuniu Corporation Q4 2017 2018-03-14 D
MIDD The Middleby Corporation Q4 2017 2018-02-28 C
INSM Insmed Incorporated Q4 2017 2018-02-23 B
TSLX Sixth Street Specialty Lending, Inc. Q4 2017 2018-02-22 C+
ASTE Astec Industries, Inc. Q4 2017 2018-02-20 B
MTSI MACOM Technology Solutions Holdings, Inc Q1 2018 2018-02-06 C+
IP International Paper Company Q4 2017 2018-02-01 A
NYCB New York Community Bancorp, Inc. Q4 2017 2018-02-01 B
AZO AutoZone, Inc. Q1 2018 2017-12-05 C+
HOLX Hologic, Inc. Q4 2017 2017-11-08 D
RNG RingCentral, Inc. Q3 2017 2017-11-08 B+
WING Wingstop Inc. Q3 2017 2017-11-04 B+
SAMG Silvercrest Asset Management Group Inc. Q3 2017 2017-11-03 A
HTLF Heartland Financial USA, Inc. Q3 2017 2017-10-30 B+
PRO PROS Holdings, Inc. Q3 2017 2017-10-26 B+
PDFS PDF Solutions, Inc. Q3 2017 2017-10-26 B
IR Ingersoll-Rand Plc Q3 2017 2017-10-25 B
IBTX Independent Bank Group, Inc. Q3 2017 2017-10-24 A
PCH PotlatchDeltic Corporation Q3 2017 2017-10-24 B+
BPTH Bio-Path Holdings, Inc. Q2 2017 2017-08-10 F
FRPT Freshpet, Inc. Q2 2017 2017-08-07 B+
USAC USA Compression Partners, LP Q2 2017 2017-08-04 C+
SBH Sally Beauty Holdings, Inc. Q3 2017 2017-08-03 C
CCOI Cogent Communications Holdings, Inc. Q2 2017 2017-08-03 B
FWRD Forward Air Corporation Q2 2017 2017-07-30 B
UCTT Ultra Clean Holdings, Inc. Q2 2017 2017-07-27 A
URI United Rentals, Inc. Q2 2017 2017-07-20 B
RNST Renasant Corporation Q2 2017 2017-07-19 A
VSAT Viasat, Inc. Q4 2017 2017-05-23 C+
PLAB Photronics, Inc. Q2 2017 2017-05-17 C+
ADAP Adaptimmune Therapeutics plc Q1 2017 2017-05-10 D
AIT Applied Industrial Technologies, Inc. Q1 2017 2017-04-29 A
ALSN Allison Transmission Holdings, Inc. Q1 2017 2017-04-29 A
SAH Sonic Automotive, Inc. Q1 2017 2017-04-26 C
TXN Texas Instruments Incorporated Q1 2017 2017-04-26 B+
SOHU Sohu.com Limited Q1 2017 2017-04-24 F
FIVN Five9, Inc. Q4 2016 2017-02-17 B+
BLBD Blue Bird Corporation Q1 2017 2017-02-09 B+
AMZN Amazon.com, Inc. Q4 2016 2017-02-02 D
CE Celanese Corporation Q4 2016 2017-02-01 C+
FIBK First Interstate BancSystem, Inc. Q4 2016 2017-01-27 B+
SYK Stryker Corporation Q4 2016 2017-01-24 C+
PNC The PNC Financial Services Group, Inc. Q4 2016 2017-01-13 A
AEHR Aehr Test Systems Q2 2017 2017-01-05 F
AMTX Aemetis, Inc. Q3 2016 2016-11-14 F
FNV Franco-Nevada Corporation Q3 2016 2016-11-08 B+
BOH Bank of Hawaii Corporation Q3 2016 2016-10-24 A
NDSN Nordson Corporation Q3 2016 2016-08-23 A
FSM Fortuna Silver Mines Inc. Q2 2016 2016-08-09 B
SQ Square's Q2 2016 2016-08-04 A
MOD Modine Manufacturing Company Q1 2017 2016-08-03 C+
GEO The GEO Group, Inc. Q2 2016 2016-08-02 B+
CGNX Cognex Corporation Q2 2016 2016-08-01 A
NGD New Gold Inc. Q2 2016 2016-07-31 B
CBT Cabot Corporation Q3 2016 2016-07-31 C+
DLNG Dynagas LNG Partners LP Q2 2016 2016-07-30 C
PESI Perma-Fix Environmental Services, Inc. Q1 2016 2016-05-17 F
SEM Select Medical Holdings Corporation Q1 2016 2016-05-06 C+
TSE Trinseo PLC Q1 2016 2016-05-04 A
ESE ESCO Technologies Inc. Q2 2016 2016-05-03 A
UVE Universal Insurance Holdings, Inc. Q1 2016 2016-05-03 C+
INGR Ingredion Incorporated Q1 2016 2016-05-01 B+
RCL Royal Caribbean Cruises Ltd. Q1 2016 2016-04-29 C+
ACCO ACCO Brands Corporation Q1 2016 2016-04-27 B+
HDB HDFC Bank Limited Q4 2016 2016-04-22 A
CAL Caleres, Inc. Q4 2015 2016-03-15 C+
SON Sonoco Products Company Q4 2015 2016-02-11 B
BECN Beacon Roofing Supply, Inc. Q1 2016 2016-02-05 B
IVZ Invesco Ltd. Q4 2015 2016-01-28 C+
SYNA Synaptics Incorporated Q2 2016 2016-01-28 D

How the model reasoned

FARM · Q3 2022 → YESThe question is: Is there a POSITIVE, CURRENT development in the company's business that management presents as going well, and does the Q&A produce MORE CONCRETE OPERATING DETAIL than the prepared re...YES The call highlights several positive current developments, but the clearest match to the criteria is the rollout of the CBE (coffee brewing equipment) white-label business. In prepared remarks, Deverl notes it is “progressing well” and “starting to become the point where we think we can import some numbers against 6 months or less,” with Scott adding that customer response and manufacturer partnerships are strong and they are recruiting a leader. In the Q&A, Gerry asks for an update, and Scott responds with fresh operational detail: they are recruiting a leader because customer response and manufacturer partnerships are strong, they are testing in five geographies, partners are asking them to go beyond those boundaries, and the rollout is sequenced by training technicians so the business can grow at a sustainable rate. This is additive, present-tense substance about actual execution (recruiting, geographic expansion, training) that was not in the prepared remarks.
RCL · Q1 2016 → YESThe question is: Is there a POSITIVE, CURRENT development in the company's business that management presents as going well, and does the Q&A produce MORE CONCRETE OPERATING DETAIL than the prepared re...YES The call shows a clear positive current development in North American demand for Caribbean and Alaska itineraries (strong close-in bookings, onboard spend, and yield performance), which management presents as genuinely occurring now. In the Q&A, analysts probe this repeatedly, and management’s answers add fresh, specific operational detail across multiple exchanges — ship repositioning and deployment plans (Anthem in New York, Harmony in Port Canaveral, Allure/Oasis/Liberty in Galveston), VOOM rollout timing and Celebrity’s Xcelerate introduction, Shanghai’s 50-60 % share of China business with capacity-driven yield pressure, and the 20 30 bps Easter/Holy Week yield swap — all of which go beyond the prepared remarks’ high-level statements about “strong close-in demand” and “onboard revenue up 8.7 %.
FIBK · Q4 2016 → YESThe question is whether there's a positive current development discussed in Q&A that adds more concrete operating detail than the prepared remarks. YES The Q&A adds concrete operational detail on the Cascade merger (regulator dialogue, systems integration plans including adopting Cascade’s SBA platform and using their backroom operations for disaster recovery) and on the loan pipeline (up significantly, spreads evenly across geographies and industries, good projected Q1 growth). These go beyond the prepared remarks’ high-level statements about the deal and pipeline push. The details concern actual execution and current activity, not projections or housekeeping. Multiple exchanges (Timur, Matt, Tim) probe and receive additive substance. The merger progress qualifies as a positive current development in the business. No other development meets the criteria as cleanly.

More from the question bank

Sold before it existsSequential re-ratingThe open question just closedFresh evidence outrunning the reported numbeOperating in the future tenseCustomers coming back on their ownAll 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.