Customers eating the friction: buyers are visibly absorbing cost, delay, or inconvenience to keep this specific company
The model's full reasoning — Q3 2017 call → NOWe need to determine if management describes customers currently putting up with real cost, delay, or inconvenience to keep doing business with this company specifically, and presents this as observed behavior happening now. Scan the transcript for any mention of customers absorbing friction. The discussion includes tax season issues, IRS security measures causing customers to print and mail returns instead of e-filing. That is a friction: customers had to print and mail returns, which is a delay/inconvenience. But is that friction with the company? Actually, the friction is with the IRS requirement, not with Intuit. The customers still used TurboTax but had to mail returns. That is a friction they endured, but it's not because of Intuit's own offering; it's an external requirement. However, the question asks: "customers are CURRENTLY PUTTING UP WITH REAL COST, DELAY, OR INCONVENIENCE in order to keep doing business with THIS company specifically" - that is, they are absorbing friction rather than defecting. Here, they used TurboTax despite the mailing requirement. But is that presented as a positive? Management mentions it as a factor affecting e-file counts, not as evidence of customer loyalty. They say "We saw at least an incremental 500,000 returns this year that were paid for, but not e-filed." That indicates customers paid for the product and went through the hassle of mailing. That is a real inconvenience they tolerated. But is it presented as a phenomenon of customers enduring friction to stay with Intuit? It's more of a side effect of IRS rules. The question asks if management describes that customers are currently putting up with real cost, delay, or inconvenience in order to keep doing business with this company specifically. The mailing is not about keeping business with Intuit; it's about filing taxes. They already paid. It's not like they had a choice to go elsewhere. They used Intuit's product. But the friction is not caused by Intuit; it's caused by IRS. The question says "in order to keep doing business with THIS company specifically" - meaning the friction is a cost of using this company's product. Here, the friction is a cost of filing taxes, not a cost of switching or staying. The customers are not absorbing friction to stay with Intuit; they are absorbing friction due to IRS rules.
| 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.