Customers eating the friction: buyers are visibly absorbing cost, delay, or inconvenience to keep this specific company
The model's full reasoning — Q4 2022 call → NOWe need to determine if management describes customers currently putting up with real cost, delay, or inconvenience specifically for this company, and that this is behavioral and current. The transcript includes statements about operational performance, capacity constraints, and customer accommodation. For example, Toby mentions that despite headwinds, they connected 90% of customers within four hours of planned arrival, and accommodated thousands of additional customers when other airlines were disrupted. That suggests customers experienced delays but stayed with United. Also, Scott mentions that United has the toughest operating environment but leads the industry, implying customers tolerate it. However, we need to see if management explicitly says customers are absorbing friction and not defecting. There is mention of strong bookings and demand, but not specifically about customers enduring friction for United. The question asks for a coherent phenomenon where customers' actions demonstrate they consider the offering worth enduring friction. The transcript mentions that United had fewer cancellations and performed well, but does it describe customers accepting delays? Toby says "connected 90% of our customers within four hours of their planned arrival" – that implies some delay but not necessarily that customers are tolerating it as a choice. Also, they accommodated customers from other airlines, but that's not about United's own customers enduring friction. There is no explicit statement like "customers are waiting longer but still booking" or "customers are accepting higher prices." The discussion about capacity constraints and cost convergence is about industry-wide issues, not specifically about United's customers absorbing friction. The answer should be NO because management does not describe customers currently absorbing friction specifically for United in a behavioral way. They talk about strong demand and bookings, but not about customers enduring delays or costs. Also, the friction mentioned is operational (weather, etc.) but they managed it well, so customers didn't face much friction. So answer 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.