Customers eating the friction: buyers are visibly absorbing cost, delay, or inconvenience to keep this specific company
The model's full reasoning — Q4 2024 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. Look for evidence of customers absorbing friction, such as waiting, accepting allocations, absorbing price increases, etc., described as happening now. Scan the transcript. Morris Goldfarb mentions: "We're working hard and trying to accommodate what the order book could look like if we're able to service the demand." That suggests demand exceeds supply, but does that mean customers are waiting? He says "we don't have the ability of servicing all of the demand for the first half of the year." That implies customers want more but can't get it. Are they waiting? Possibly, but is there evidence they are tolerating delays? He says "We're working hard for the back end of the year to accommodate the demand that's there." That suggests customers are ordering but supply is constrained. However, is that friction? Customers might be placing orders and waiting for delivery. But is that described as a cost or inconvenience they are absorbing? He says "the sell throughs are stellar. We have a high demand for more inventory. We don't have the ability of servicing all of the demand for the first half of the year." That indicates customers are buying what's available and want more, but they are not described as waiting or accepting delays. They are just buying what's there. No mention of customers waiting, accepting allocations, or absorbing price increases. Also, no mention of cancellations not materializing. The only thing is that demand exceeds supply, but that could be seen as customers wanting more, but not necessarily enduring friction. The question requires that customers are actually experiencing some concrete cost, wait, or inconvenience now. Here, it's just that the company can't serve all demand, but customers are not described as waiting or accepting partial shipments. They are just buying what's available. So that doesn't clearly show friction. Also, check for any other mentions. Morris says "We're careful on how we're buying into it." That's about inventory. No mention of customers absorbing costs. Neal Nackman mentions "We had strong warehousing efficiencies" etc. No. Thus, no clear evidence of customers absorbing friction. The answer is NO. 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.