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STRATUSWORKFORCE SCAN

ACV Auctions Inc. (ACVA)

A digital wholesale vehicle marketplace. Read November 8, 2026 from the annual report for the period ending December 31, 2025, filed February 23, 2026. Ranked 74 of the 240 Consumer Cyclical companies read so far, by the share within reach now.

Within reach now

29%

projected from METR's April 2026 measurement and Epoch's November 2026 index

End of 2028

33%

Employees, annual report

3,200

Leading staffing pattern

Motor Vehicle and Motor Vehicle Parts and Supplies Merchant Wholesalers

Share of the working time within reach, long-run pace, four times in five

Now is projected from METR's April 2026 measurement and Epoch's November 2026 index.

  • Now29%
  • End of 202732%
  • End of 202833%
  • End of 203033%

What changes for its people by the end of 2028, by its industries' figures

  • Stays with people 67%
  • Becomes checking a model's work 22%
  • Handed over with lighter checks 11%

A digital auto auction with over 3,200 teammates, more than 800 of them vehicle inspectors in the field, read whole at motor vehicle wholesaling.

The figures on this page come from the company's own annual report and from BLS staffing patterns for its industries, never from a roster. They are estimates with a stated method. Nothing here says what the company will do: within reach is not a forecast of jobs lost or of savings.

What follows from the reading

Share of working time within reach of AI, on the long-run pace at four in five: 29% now, 32% at the end of 2027, 33% at the end of 2028, 33% at the end of 2030. By the patterns, the work is about 33% desk work, 17% people work and 50% body work. These are the site's industry estimates weighted by the shares below: estimates with a stated method and range, not a forecast of what the company will do. By the same patterns, at the end of 2028 about 67% of the working time stays with people (conversation, in-person and hands-on work), 22% becomes checking a model's work and 11% could be handed over with lighter checks, from the industries' own figures, not the company's roles.

Headcount

3,200 employees as of December 31, 2025 (stated). The filing describes a nationwide U.S. business based in Buffalo, New York, and nothing abroad, so the U.S. share is recorded as 1, flagged.

The filing: “As of December 31, 2025, we had over 3,200 teammates, including our more than 800 highly sophisticated VCIs that help support our relationships with our customers nationwide.”

The workforce as industry patterns

PatternShareReason, from the filing
Motor Vehicle and Motor Vehicle Parts and Supplies Merchant Wholesalers100%By description (c), with one count: a digital wholesale vehicle marketplace read at motor vehicle wholesaling as auto auctions are, its more than 800 vehicle condition inspectors in the field among over 3,200 teammates, the technology and sales staff inside.

What the filing says about the workforce: Over 3,200 teammates including more than 800 vehicle condition inspectors (VCIs) in the field nationwide; headquartered in Buffalo, New York.

Companies read with the same leading pattern

Other companies whose largest staffing pattern is also Motor Vehicle and Motor Vehicle Parts and Supplies Merchant Wholesalers, largest first, each read from its own annual report. Within reach now and at the end of 2028, long-run pace, four in five. Now is projected from METR's April 2026 measurement and Epoch's November 2026 index.

What the filing says about AI

26 sentences in the filing name AI. Twenty-six sentences, the product: predictive analytics informed by artificial intelligence and machine learning for dealers' pricing and inventory, and ClearCar, an AI-powered suite for trade-ins.

Its annual reports, year by year

Sentences naming AI in each annual report, counted by one rule, beside the median report in the Index that year. Each count links its filing. Every company, by year and sector

Headcount by filing year

As reported in each year's annual report, with the filing. A year marked not read had no figure the reading could take from the report's text.

PeriodEmployeesFiledFiling
2025-12-313,2002026-02-2310-K
2024-12-312,9002025-02-1910-K
2023-12-312,1702024-02-2110-K
2022-12-312,0002023-03-0110-K
2021-12-311,9102022-02-2310-K

Limits of this reading

Source: the company's annual report on EDGAR, accession 0001637873-26-000011, the filing. Read by Claude Fable 5.1 under rubric version 1, by the method. A company can write to info@stratussc.com to have its reading checked against its filing.

The report on ACV Auctions Inc., $29

This page as a document to keep, with what it does not show: the share within reach at every date on three paces and two reliabilities, a typical workforce of this shape at the stated headcount role by role and task by task (the industries' staffing, never the company's roster), where to start, what changes for the people and what they would learn, every sentence in the filing that names AI, the headcount by year, the companies read with the same leading pattern, the method and a citation line. To print or save as a PDF, open again in your browser for a year.

See the report, $29See the sample first: Walmart's report is free

Questions about this company

How much of ACV Auctions Inc.'s working time is within reach of AI?
An estimated 29% now and 33% by the end of 2028, on METR's long-run pace at four in five, from the workforce ACV Auctions Inc.'s own annual report describes and BLS staffing patterns for its industries, never from a roster. It is an estimate with a stated method. It is not a forecast of jobs lost or of savings, and it says nothing about what the company will do.
How many people does ACV Auctions Inc. employ?
3,200 as of December 31, 2025, as its annual report for the period ending December 31, 2025 states. About 100% in the U.S.
What kinds of work make up ACV Auctions Inc.'s workforce?
Read from its annual report as a blend of 1 industry staffing pattern, the largest Motor Vehicle and Motor Vehicle Parts and Supplies Merchant Wholesalers; by those patterns the work is about 33% desk work, 17% people work and 50% body work. Each share has a one-sentence reason on this page that can be checked against the filing.
What does ACV Auctions Inc.'s annual report say about AI?
26 sentences in the filing name AI. Its annual reports for fiscal 2021 to 2025 name it in 7, 8, 12, 14 and 26 sentences, year by year. They are counted and quoted on this page, never judged: a count says how much a filing talks about AI, not what the company does with it.
How is this estimated?
Claude Fable 5.1 read the annual report under the Index's written rubric (version 1) on November 8, 2026: the stated headcount, the share in the U.S. when stated, and the workforce as a blend of industry staffing patterns. The estimates are the site's industry estimates weighted by those shares, from O*NET tasks with estimated lengths and METR's measurements of how long a task AI models can finish. A company can write to info@stratussc.com to have its reading checked against its filing.
Embed these figures on your site

A small card with the share of working time within reach now and at the end of 2027, 2028 and 2030, the date and a link back. Free under CC BY 4.0; the card carries the credit.

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