Question Bank › Customers eating the friction

Customers eating the friction

Customers eating the friction: buyers are visibly absorbing cost, delay, or inconvenience to keep this specific company

Calls Tested
990
Answered YES
23
Hit Rate
2.3%
rare by design

NOV Inc. (NOV) — this company's answers

NO on the Q2 2021 call 2021-07-28 C+
The model's full reasoning — Q2 2021 call → NO我们根据提供的电话会议记录,判断管理层是否描述了客户目前正在忍受实际成本、延迟或不便以继续与该公司开展业务。需要寻找管理层自己描述的、客户实际行为所体现的摩擦,而非仅仅声称忠诚或粘性。 在记录中,管理层提到了供应链挑战、原材料短缺、运输瓶颈等,但这些都是公司自身面临的困难。关于客户行为,有提到“我们的客户告诉我们,吸引工人回到油田服务运营非常困难”,这促使客户对自动化产品感兴趣,但这不是客户忍受摩擦。还有提到“我们正在通过价格上涨来转嫁成本”,但未明确客户是否接受。在纤维玻璃业务中,提到“我们已成功将成本转嫁给客户”,但“快速变化导致一些客户推迟项目”,这表明客户在推迟,而非忍受。在钻杆业务中,提到“钢铁成本大幅上涨可能减缓招标授予,因为客户需要适应新的定价环境”,这暗示客户可能推迟。在完井和生产解决方案中,提到“订单改善”,但未具体说明客户忍受摩擦。 关于客户等待或接受分配,有提到“在某些情况下,我们被置于分配状态”,但这是公司被供应商分配,而非客户。没有明确描述客户在等待或接受部分发货。 关于客户保持订单,有提到“订单积压”和“订单增加”,但未明确客户在忍受公司自身问题。例如,在钻杆业务中,提到“供应链和交货时间将限制新订单改善收入”,但未说客户等待。 唯一可能的是在风能业务中,但那是新订单,不是摩擦。 因此,没有找到管理层描述客户当前正在忍受实际成本、延迟或不便的具体行为。管理层提到客户对自动化产品感兴趣,但那是因劳动力短缺,而非公司摩擦。客户推迟项目表明他们在推回。 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, does management describe that the company's customers are CURRENTLY PUTTING UP WITH REAL COST, DELAY, OR INCONVENIENCE in order to keep doing business with THIS company specifically — that is, buyers are visibly absorbing friction rather than defecting, substituting, or walking away — and does management present this observed customer behavior as something actually happening now in the business? Answer YES when management's own words convey, in whatever form fits the industry, ONE coherent phenomenon: the customers' own actions — not management's assertions about loyalty — demonstrate that they consider this company's offering worth enduring friction for. Any genuine expression of this counts, and the form varies widely. For example — customers waiting through extended lead times, delivery delays, or waitlists without cancelling; customers accepting allocations, partial shipments, or rationed access and coming back for more; customers absorbing price increases, surcharges, or less favorable terms while continuing to order; customers keeping orders in place through the company's own stumble, transition, disruption, or capacity shortfall; customers taking on extra work, cost, or process on their side (qualifying a new version, adapting their own operations, traveling further, paying deposits, committing earlier) to secure or retain access to what the company provides; customers declining available alternatives or refusing substitutes even when the company cannot fully serve them; or management noting that despite the friction customers are experiencing, cancellations, defections, or churn have not materialized. Two things must come through in management's own voice. First, the friction must be REAL AND PRESENT — customers are actually experiencing some concrete cost, wait, or inconvenience now, described specifically enough that one can see what the customers are tolerating. Second, the evidence must be BEHAVIORAL AND CURRENT — management points to what customers are actually doing in the recent period (orders held, reorders placed, terms accepted, waits endured, alternatives declined) rather than merely asserting that customers are loyal, that the product is sticky or mission-critical, or that relationships are strong. Answer NO if management merely claims loyalty, stickiness, high retention, or strong relationships without describing any friction customers are currently absorbing. NO if customers are described as defecting, cancelling, trading down, or pushing back in response to the friction. NO if the tolerance is attributed by management chiefly to an industry-wide shortage in which customers have no alternative anywhere and are enduring the same friction with every supplier. NO if the friction is hypothetical, past and resolved, or merely feared for the future. NO if the only evidence is one isolated customer anecdote with no sense of a broader pattern. NO if the behavior 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
PFIE Profire Energy, Inc. Q1 2023 2023-05-13 B
A Agilent Technologies, Inc. Q4 2022 2022-11-21 B+
PLOW Douglas Dynamics, Inc. Q3 2022 2022-11-01 B+
CRL Charles River Laboratories International Q2 2022 2022-08-03 C
ZBRA Zebra Technologies Corporation Q2 2022 2022-08-02 C+
ZVIA Zevia PBC Q1 2022 2022-05-12 B
CLAR Clarus Corporation Q1 2022 2022-05-09 B
RYAM Rayonier Advanced Materials Inc. Q1 2022 2022-05-04 D
NGVT Ingevity Corporation Q4 2021 2022-02-25 B
FLUX Flux Power Holdings, Inc. Q2 2022 2022-02-10 D
GFS GLOBALFOUNDRIES Inc. Q3 2021 2021-11-30 A
CROX Crocs, Inc. Q3 2021 2021-10-21 B+
DOV Dover Corporation Q2 2021 2021-07-20 B+
IRT Independence Realty Trust, Inc. Q2 2018 2018-08-02 B
FSS Federal Signal Corporation Q1 2018 2018-05-12 A
JAZZ Jazz Pharmaceuticals plc Q1 2018 2018-05-08 B
SHEN Shenandoah Telecommunications Company Q1 2018 2018-05-03 C+
BPMC Blueprint Medicines Corporation Q1 2018 2018-05-02 C+
RACE Ferrari N.V. Q3 2017 2017-11-02 C+
LIND Lindblad Expeditions Holdings, Inc. Q2 2017 2017-08-06 C
THG The Hanover Insurance Group, Inc. Q2 2017 2017-08-06 B
ARKR Ark Restaurants Corp. Q1 2016 2016-05-13 B
LBTYK Liberty Global's Q1 2016 2016-05-10 C+

How the model reasoned

NGVT · Q4 2021 → YESThe question is: Does management describe that the company's customers are CURRENTLY PUTTING UP WITH REAL COST, DELAY, OR INCONVENIENCE in order to keep doing business with THIS company specifically —...YES Management describes customers absorbing real friction—price increases averaging over 20% in Performance Chemicals, freight and energy costs up sharply, and supply-chain constraints—while continuing to order and accept terms. They explicitly tie share gains in adhesives to customers enduring the dynamic, stressed environment and choosing Ingevity when others could not deliver, and they note customers are already seeing the benefit of those price increases flowing through in 2022. This is presented as current behavior, not hypothetical or industry-wide only. The answer is therefore YES. No, the tolerance is not chiefly attributed to an industry-wide shortage; the transcript shows customers actively accepting the friction with Ingevity specifically. No, there is no isolated anecdote or future fear; the evidence is behavioral and current. No, customers are not described as defecting or cancelling. No, the friction is not merely feared for the future.
GFS · Q3 2021 → YESThe question is: Does management describe that the company's customers are CURRENTLY PUTTING UP WITH REAL COST, DELAY, OR INCONVENIENCE in order to keep doing business with THIS company specifically —...YES Management describes customers enduring real, current friction—capacity shortages, allocations, and extended lead times for 2022 supply—while still committing to long-term agreements, prepayments, and access fees to secure GF’s capacity. They explicitly note customers accepting rationed access and continuing to order rather than defecting, framing 2022 demand as robust and GF-specific through single-source wins and differentiated platforms. This behavioral evidence (prepayments, LTAs, and continued ordering) is presented as occurring now, not merely asserted as loyalty or industry-wide necessity. The transcript shows customers visibly absorbing these costs to retain access to GF’s offerings.
FLUX · Q2 2022 → YESThe question is: Does management describe that the company's customers are CURRENTLY PUTTING UP WITH REAL COST, DELAY, OR INCONVENIENCE in order to keep doing business with THIS company specifically —...YES Management describes customers enduring real, current friction—production and shipping delays from supply chain disruptions—while continuing to place orders, maintain long-term relationships, and keep orders in place without cancellations or defections. They explicitly note that despite these delays, they did not lose customers or orders, and they are securing inventory specifically to protect customer orders and relationships. The backlog is growing to a record $31.4 million, with new orders of $19.8 million received, and customers are waiting for batteries due to production constraints.

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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.