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Answers go deeper than the script

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

Calls Tested
1,941
Answered YES
54
Hit Rate
2.8%
rare by design

SK Telecom Co., Ltd. (SKM) — this company's answers

NO on the Q1 2016 call 2016-05-01 D
The model's full reasoning — Q1 2016 call → NO我们根据提供的财报电话会议记录,评估两个门。门1:是否有积极当前发展,且问答比准备发言提供更多具体运营细节。门2:该发展是否基于广泛分散的需求基础。 分析门1:管理层在准备发言中提到了多个积极发展,如第二设备市场(可穿戴设备)、IoT、智能家居、媒体、LBS(T-map)、商务(SK Planet)等。在问答中,分析师询问了多个话题。关键看是否有某个发展在问答中获得了更多具体细节。例如,关于第二设备,准备发言提到用户增加17万,总数超77万,目标年底140万。问答中,当被问及IoT和第二设备时,管理层给出了ARPU约1万韩元,以及IoT平台收入目标等。但这是否比准备发言更具体?准备发言已给出数字。问答中补充了ARPU和具体目标,但可能不算大量新增。另一个可能:关于月度折扣计划,问答中给出了具体百分比(30%新用户选择,累计10%),以及影响。但这是关于ARPU的,不是积极发展。关于SK Planet,问答中给出了交易量增长、移动占比等。但准备发言也提到了。需要找到一个发展,问答中多次添加新细节。例如,关于5G,问答中给出了时间表(2018标准化,2020商业化,2017测试),但准备发言未提,但这是计划,不是当前发展。关于KEPCO合作,问答中给出了具体业务领域(电动车充电、智能电网等),但准备发言也提到了。可能最突出的是第二设备市场,但问答中只有一次提及。实际上,问答中关于第二设备的问题是在一个综合问题中,管理层给出了ARPU和用户目标,但准备发言已有用户数。可能不够。 另一个候选:关于月度折扣计划,问答中给出了具体比例,但这是关于ARPU的,不是积极发展。关于SK Planet的融资,问答中给出了现金持有量,但这是财务。关于CJ HelloVision,问答中给出了流程,但这是并购,不是当前运营。 仔细看,问答中关于IoT的讨论,管理层给出了投资1000亿韩元,商业化时间,测试服务等,但准备发言也提到了IoT战略。可能没有明显的一个发展在问答中多次添加新细节。 也许“第二设备”是积极发展,但问答中只有一次。门1要求“across MULTIPLE exchanges”,即多个问答回合。这里没有多个回合专门针对同一发展。因此门1可能为NO。 门2:如果门1为NO,则整体为NO。但让我们确认门2。主要积极发展可能是第二设备或IoT,但需求基础是否广泛?第二设备是消费者市场,广泛,但问答中未深入。IoT也是广泛,但未明确。由于门1不满足,直接NO。 因此答案应为NO。

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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 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. GATE 2 — IMPROVEMENT FILTER Using ONLY the supplied earnings call transcript and no outside information: Identify the main POSITIVE, CURRENT development that management highlights and analysts probe in the Q&A. Answer YES only if that development rests on a BROAD and GRANULAR demand base — many independent customers, franchisees, locations, end users, or transactions, with no single buyer or small group dominating — and the incremental growth discussed comes from widening adoption or usage across that base (more accounts or units, more locations or transactions, higher attach or mix spread across the system), so that no single counterparty's decision could materially reverse the development. Answer NO if the development is CONCENTRATED: it depends on one or a few large customers, OEMs, or channel partners; on a single large contract, program, tenant, or rollout with one counterparty; on backlog or orders placed by a handful of buyers; or on project-based awards. Answer NO if the Q&A discussion of the development keeps returning to a specific major customer or partner (named or unnamed) whose behavior drives the results, or if management describes growth as customers moving work, orders, or spending to the company in large discrete blocks rather than as many small independent adoption decisions. If breadth cannot be established from the transcript, answer NO. Answer only YES or NO. 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.

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ZWS Zurn Elkay Water Solutions Corporation Q4 2023 2024-02-07 B
TMUS T-Mobile US, Inc. Q4 2023 2024-01-25 B
VCEL Vericel Corporation Q3 2023 2023-11-08 A
WEAV Weave Communications, Inc. Q3 2023 2023-11-01 B+
MAC The Macerich Company Q3 2023 2023-10-31 D
CMG Chipotle Mexican Grill, Inc. Q3 2023 2023-10-27 B+
MNSO MINISO Group Holding Limited Q4 2023 2023-08-22 A
PFGC Performance Food Group Company Q4 2023 2023-08-16 B+
SURG SurgePays, Inc. Q2 2023 2023-08-12 D
EVLV Evolv Technologies Holdings, Inc. Q2 2023 2023-08-10 B+
TREX Trex Company, Inc. Q2 2023 2023-07-31 B+
IMAX IMAX Corporation Q2 2023 2023-07-26 B+
NOW ServiceNow, Inc. Q2 2023 2023-07-26 A
UTHR United Therapeutics Corporation Q1 2023 2023-05-03 B
BRX Brixmor Property Group Inc. Q1 2023 2023-05-02 A
MGM MGM Resorts International Q1 2023 2023-05-01 A
EDU New Oriental Education & Technology Grou Q3 2023 2023-04-19 B
PAYX Paychex, Inc. Q3 2023 2023-03-29 B
ADPT Adaptive Biotechnologies Corporation Q4 2022 2023-02-14 C
CUTR Cutera, Inc. Q3 2022 2022-11-05 C
INMD InMode Ltd. Q3 2022 2022-10-27 A
SHW The Sherwin-Williams Company Q2 2022 2022-07-27 D
BFIN BankFinancial Corporation Q1 2022 2022-05-06 A
ABNB Airbnb, Inc. Q1 2022 2022-05-03 A
FAT FAT Brands Inc. Q4 2021 2022-03-21 F
APLE Apple Hospitality REIT, Inc. Q4 2021 2022-02-23 A
DV DoubleVerify Holdings, Inc. Q3 2021 2021-11-11 B
ENV Envestnet, Inc. Q3 2021 2021-11-08 B+
AMH American Homes 4 Rent Q3 2021 2021-11-05 B+
BIGC BigCommerce Holdings, Inc. Q3 2021 2021-11-04 B+
SPSC SPS Commerce, Inc. Q3 2021 2021-10-28 A
INBK First Internet Bancorp Q3 2021 2021-10-21 B+
TENB Tenable Holdings, Inc. Q2 2021 2021-07-27 A
SNY Sanofi Q3 2018 2018-10-31 B+
GAIA Gaia, Inc. Q2 2018 2018-08-06 A
ORAN Orange SA Q2 2018 2018-07-26 B
MKC McCormick & Company, Incorporated Q2 2018 2018-06-28 C+
FOSL Fossil Group, Inc. Q1 2018 2018-05-08 C
VRTX Vertex Pharmaceuticals Incorporated Q1 2018 2018-04-26 C+
SNDR Schneider National, Inc. Q1 2018 2018-04-26 A
ROKU Roku, Inc. Q4 2017 2018-02-21 A
LIND Lindblad Expeditions Holdings, Inc. Q2 2017 2017-08-06 C
CCOI Cogent Communications Holdings, Inc. Q2 2017 2017-08-03 B
INTU Intuit Inc. Q3 2017 2017-05-23 A
SAH Sonic Automotive, Inc. Q1 2017 2017-04-26 C
FIVN Five9, Inc. Q4 2016 2017-02-17 A
SQ Square's Q2 2016 2016-08-04 A
SEM Select Medical Holdings Corporation Q1 2016 2016-05-06 C+
PLNT Planet Fitness, Inc. Q4 2015 2016-03-03 A
BECN Beacon Roofing Supply, Inc. Q1 2016 2016-02-05 B

How the model reasoned

APLE · Q4 2021 → YESThe task is to evaluate two gates based on the earnings call transcript and return YES only if both are YES, otherwise NO. Answer with exactly YES or NO. YES The transcript shows a clear positive current development in the company's hotel portfolio recovery, particularly around Q1 2022 demand trends and operational metrics. In prepared remarks, Justin Knight and Liz Perkins highlight overall RevPAR improvement, leisure strength, and business travel recovery, but without granular February specifics.
MKC · Q2 2018 → YESThe task is to evaluate two gates based on the earnings call transcript and return YES only if both are YES, otherwise NO. YES NO (Gate 2 fails because the Frank’s/French’s growth is repeatedly tied to specific large retailers, national accounts, and one major customer whose shelf-reset decisions and promotional activity are named or implied as key drivers; the transcript never establishes a broad, granular base of many independent counterparties whose small decisions are widening adoption.
GAIA · Q2 2018 → YESThe task is to evaluate two gates based on the earnings call transcript and return YES only if both are YES, otherwise NO. Answer with exactly YES or NO. YES The transcript shows a positive current development in organic subscriber growth and the member referral program. Prepared remarks note organic contributions over 40% and reduced marketing spend. Q&A provides additive details: specific referral mechanics (7-day free watch), ambassador program vs.

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Not investment advice. Artul.ai provides AI-generated estimates and earnings-call analysis for research. Review the underlying markers and make your own investment decisions. Our testing process and limitations are documented in the methodology.