Customers eating the friction: buyers are visibly absorbing cost, delay, or inconvenience to keep this specific company
The model's full reasoning — Q2 2021 call → NOWe need to determine if management describes customers currently putting up with real cost, delay, or inconvenience in order to keep doing business with this company specifically, and presents this as observed behavior now. Let's review the transcript. Herve Sedky discusses the return to live events, mentions that attendance is lower due to various factors, but those who attend are enthusiastic. He says: "we will see lower attendance and revenue in the near-term relative to pre-pandemic levels given the dislocation that has taken place, show postponements that in some cases have shifted events outside of typical buying seasons, travel restrictions that still exists as well as shorter selling cycles for some events impacted by the timing of cities permitting large gatherings." That's about challenges, not about customers absorbing friction. He also mentions that "all of our near-term shows are seeing constraints and impacts resulting from the incredibly short lead time to plan, sell and stage with pacing ranging between 30% and 70% of pre-pandemic levels for most events in 2021." That's about the company's own constraints, not customer friction. He says "What has become more apparent is events staging in their normal time slot are pacing better than those postponed out of their normal dates. Events in cities that reopened early are pacing better than those that reopened late and that events with more of a domestic audience are pacing better than those with significant international attendance given travel restrictions that remain in place." This is about pacing, not about customers enduring friction. He mentions "our customers’ clear enthusiasm for returning to live events was evident" and "we experienced a significant increase in the shows Net Promoter Score based upon the quality and value of the events to attendees, leading to much stronger pacing for the next iteration later this year." That's about satisfaction, not friction. There is no mention of customers waiting, accepting delays, absorbing costs, or any behavioral evidence of enduring friction. The company is staging events, but customers are not described as putting up with anything specific. The lower attendance is attributed to external factors like travel restrictions and short lead times, not to customers choosing to endure friction. Thus, the answer is NO.
| Ticker | Company | Call | Date | Call 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+ |
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.