Carvana Co. (CVNA)
Online used car retailer, 23,100. Read October 19, 2026 from the annual report for the period ending December 31, 2025, filed February 18, 2026. Ranked 36 of the 85 Consumer Cyclical companies read so far, by the share within reach now.
Within reach now
21%
End of 2028
28%
Employees, annual report
23,100
Leading staffing pattern
Automobile Dealers
Share of the working time within reach, long-run pace, four times in five
- Now21%
- End of 202726%
- End of 202828%
- End of 203028%
What changes for its people by the end of 2028, by its industries' figures
- Stays with people 72%
- Becomes checking a model's work 18%
- Handed over with lighter checks 10%
An online car retailer whose filing states one total and describes its reconditioning and delivery work without counting it, so the whole workforce takes the dealers pattern.
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: 21% now, 26% at the end of 2027, 28% at the end of 2028, 28% at the end of 2030. By the patterns, the work is about 28% desk work, 19% people work and 53% 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 72% of the working time stays with people (conversation, in-person and hands-on work), 18% becomes checking a model's work and 10% could be handed over with lighter checks, from the industries' own figures, not the company's roles.
Headcount
23,100 employees as of December 31, 2025 (stated). The filing states no count by country; the company sells and delivers in the United States.
The filing: “As of December 31, 2025, we had over 23,100 full-time and part-time employees.”
The workforce as industry patterns
| Pattern | Share | Reason, from the filing |
|---|---|---|
| Automobile Dealers | 100% | By description (c): the filing describes one business, buying, reconditioning, selling and delivering used vehicles online, work BLS counts at used car dealers together with their reconditioning and delivery staff, and no count by kind of work is stated. |
What the filing says about the workforce: Over 23,100 full-time and part-time employees as of December 31, 2025; the inspection and reconditioning centers and the delivery fleet are described, not counted.
Companies read with the same leading pattern
Other companies whose largest staffing pattern is also Automobile Dealers, largest first, each read from its own annual report. Within reach now and at the end of 2028, long-run pace, four in five.
- Lithia Motors, Inc. (LAD, 30,000 employees)21% now, 28% by 2028
- CarMax, Inc. (KMX, 27,796 employees)22% now, 30% by 2028
- Penske Automotive Group, Inc. (PAG, 27,700 employees)22% now, 28% by 2028
- AutoNation, Inc. (AN, 24,800 employees)21% now, 28% by 2028
What the filing says about AI
24 sentences in the filing name AI. The filing names AI 24 times, in its own technology portfolio and patents and in its risk factors.
- “Carvana's proprietary, custom built, and exclusive-use technology portfolio includes: a decision model for consolidating internal and external data to provide profitability estimates for inventory available for purchase on the basis of quality, inventory fit, consumer desirability, relative value, expected reconditioning costs, and vehicle location; an inventory management system that handles v...”
- “As of December 31, 2025, we hold 51 issued U.S. patents, which cover our vending machine technology, photo technology, website user interface technology, personalization methods for displaying digital media and imaging technology, search and display technology, and artificial intelligence technology, and six issued international patents covering our photo technology.”
- “Risks Related to Our Business risks related to the larger automotive ecosystem, including consumer demand, global supply chain challenges, and other macroeconomic issues; our ability to raise additional capital to pursue our objectives; our ability to effectively manage our rapid growth; our ability to maintain customer service quality and reputational integrity and enhance our brand; the seaso...”
- “In addition, technology related to generative AI is advancing rapidly, and its future impact on the automotive ecosystem is unknown.”
- “For example, we depend in part on internet search engines, lead generators, automotive finance partners, social networking sites, AI tools, and vehicle listing sites to drive traffic to our website and mobile application and our competitors may increase their search engine optimization efforts and outbid us for search terms on various search engines, use their political influence and increase l...”
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
- Fiscal 20211median 0
- Fiscal 20222median 0
- Fiscal 20237median 1
- Fiscal 202413median 4
- Fiscal 202524median 10
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.
| Period | Employees | Filed | Filing |
|---|---|---|---|
| 2025-12-31 | 23,100 | 2026-02-18 | 10-K |
| 2024-12-31 | 17,400 | 2025-02-19 | 10-K |
| 2023-12-31 | 13,700 | 2024-02-22 | 10-K |
| 2022-12-31 | 16,600 | 2023-02-23 | 10-K |
| 2021-12-31 | 21,000 | 2022-02-24 | 10-K |
| 2020-12-31 | 10,400 | 2021-02-25 | 10-K |
| 2019-12-31 | 7,324 | 2020-02-26 | 10-K |
| 2018-12-31 | 3,879 | 2019-02-27 | 10-K |
| 2017-12-31 | 1,864 | 2018-03-06 | 10-K |
Limits of this reading
- One pattern by description: the filing gives no count by kind of work.
- The headcount is stated as over 23,100.
- No U.S. share is stated.
Source: the company's annual report on EDGAR, accession 0001690820-26-000009, 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 Carvana Co., $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 Carvana Co.'s working time is within reach of AI?
- An estimated 21% now and 28% by the end of 2028, on METR's long-run pace at four in five, from the workforce Carvana Co.'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 Carvana Co. employ?
- 23,100 as of December 31, 2025, as its annual report for the period ending December 31, 2025 states.
- What kinds of work make up Carvana Co.'s workforce?
- Read from its annual report as a blend of 1 industry staffing pattern, the largest Automobile Dealers; by those patterns the work is about 28% desk work, 19% people work and 53% body work. Each share has a one-sentence reason on this page that can be checked against the filing.
- What does Carvana Co.'s annual report say about AI?
- 24 sentences in the filing name AI. Its annual reports for fiscal 2021 to 2025 name it in 1, 2, 7, 13 and 24 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 October 19, 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.