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

Robert Half International Inc. (RHI) — this company's answers

NO on the Q3 2023 call 2023-10-24 C+
The model's full reasoning — Q3 2023 call → NO我们根据提供的财报电话会议记录,判断管理层是否描述了客户当前正在承受实际成本、延迟或不便,以继续与该公司做生意,并且这种客户行为是当前实际发生的。 在电话会议中,管理层多次提到客户行为。例如,Keith Waddell说:“Clients are budget sensitive and very selective in their hiring activities, including the approval of new projects. Also, many are maintaining their internal headcounts based on the anticipated difficulty in finding suitable replacements. Many times, this is funded with a reduction in their contract staff.” 这描述了客户在预算敏感和选择性招聘,但并没有明确说客户在承受摩擦而不离开。相反,客户在减少合同员工,这可能是客户在削减支出,而不是在承受摩擦。 另外,关于Protiviti,管理层提到:“Protiviti's pipeline continues to be very strong, although economic conditions are impacting the average deal size and the time it takes to close contracts and begin new engagements.” 这里说经济条件影响交易规模和关闭合同的时间,但并没有说客户在承受摩擦而不离开,而是说交易规模变小、时间变长,这可能是客户在推迟或缩减,而不是在承受不便。 管理层还提到:“job candidates are more reluctant to make career moves, fearing they may become the last in and first out in their new roles. The net result is less churn in the labor market.” 这是关于候选人的,不是客户。 关于定价,管理层说:“we see no reason why we should be discounting pricing. If you have a solid qualified talent, you shouldn't give it away. And so our pricing is held up there.” 这表示公司维持定价,但并没有说客户在承受价格上涨而不离开,只是说公司不降价。 在回答关于竞争的问题时,管理层说:“there's always price competition... but given how tight the labor market is, frankly, he or she that has the best candidate wins.” 这表示竞争存在,但公司靠质量取胜,没有提到客户在承受摩擦。 在关于远程工作的问题中,管理层说:“clients still very much accept remote work. Even more so, I would argue than they do with their own full-time staff.” 这表示客户接受远程工作,但这不是摩擦。 整个电话会议中,管理层没有描述客户在承受任何具体的成本、延迟或不便而继续与公司做生意。相反,他们描述了客户在削减合同员工、推迟项目、减少交易规模等,这些是客户在减少支出,而不是在承受摩擦。管理层也没有提到客户在等待、排队、接受分配或忍受不便。 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, 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.