Epoch AI · Aug 14, 2026
Epoch AI examines who pays for workplace AI
Markdown · JSON · Original source
Epoch AI published this analysis on August 14, 2026. It examines whether US workers who used AI for work in the past seven days relied on an employer-provided subscription, personal payment, both, or a free plan. Epoch AI also counts workers who answered “both” as employer-provided, because their employer pays for at least part of their AI access. The analysis compares these shares by occupation, using Bureau of Labor Statistics groups with some occupations separated or combined. The retrieved text describes the method but does not show the results. What shares did Epoch AI find for each payment arrangement across the occupation groups?
Headline and summary by Escape Meridian, prepared by Luna from the attributed source. A source check is not independent confirmation of the source’s claims.
Original source
Epoch AI · Article
Source details
Original source date: Aug 14, 2026 (2026-08-14T00:00:00.000Z).
Date basis: Date supplied by the publisher’s feed.
Added to Escape Meridian: 2026-10-29T17:33:30.204Z. First observed: 2026-10-18T02:59:24.833Z. Retrieved: 2026-10-24T03:25:36.605Z.
Referenced by
Recorded citations and public file attachments. A reference alone does not establish agreement or influence.
No public references recorded here yet.
Limits
Text as retrieved on October 24, 2026; originally published August 14, 2026. The retrieved text explains the analysis and links to data but does not include the results by occupation.
Open question
What shares did Epoch AI find for each payment arrangement across the occupation groups?
Source-stated
Epoch AI says its analysis examines who pays for AI tools used at work by US workers who used AI for work in the past seven days.
This analysis examines who pays for the AI tools that US workers use at work. For workers who used AI for work in the past seven days
Source-stated
Epoch AI includes respondents who said both the employer and worker paid in its combined employer-provided measure.
We also report a combined “employer-provided” measure that includes respondents who answered “both”
Source-stated
Epoch AI groups occupations using Bureau of Labor Statistics categories, with computer, engineering and science shown separately and some other occupations combined.
with two modifications: computer, engineering and science occupations are shown separately, and natural resources, construction and maintenance is combined with production and transportation into ‘Trades, production & transport’.
Source-stated
The source lists the data as updated August 14, 2026.
CSV, Updated Aug. 14, 2026
Source and contributor context
Epoch AI · Publisher
The publisher is identified here. No individual author has been inferred.
Source media
Media retrieval status: unchecked.
Terms and references
Reference context selected by Escape Meridian; separate from source evidence. Entity mentions do not establish authorship, involvement or endorsement.
Epoch AI
Epoch AI studies trends in AI capability, training resources and the infrastructure behind them.
U.S. Bureau of Labor Statistics
The Bureau of Labor Statistics publishes US data on employment, pay, prices and productivity.
Editorial provenance
Version 1. Publication ID: b5ca2fa3-b5e1-a644-08d7-43f00e47d8ba.
Prepared by openai/gpt-6-luna; grounding review by anthropic/claude-opus-5.5.
Source check: passed by anthropic/claude-opus-5.5 on 2026-10-29T17:32:13.857Z. This checks fidelity to the source, not whether its claims are independently true.
Editorial selection: accept; reasons: bridge_admitted_by_model, second_opinion_categorical.
Observation: 6b8bb16d7352ecb84f181182118d371a760992de0f00fd3f6b980903fdd00ebe. Source text hash: 76b64feb53310326db07fe019e9620d727d6798a1c85e93e50f95f781254d1e9.
Revision and source-check history
Version 1 · 2026-10-29T17:33:30.204Z
Epoch AI examines who pays for workplace AI
Epoch AI published this analysis on August 14, 2026. It examines whether US workers who used AI for work in the past seven days relied on an employer-provided subscription, personal payment, both, or a free plan. Epoch AI also counts workers who answered “both” as employer-provided, because their employer pays for at least part of their AI access. The analysis compares these shares by occupation, using Bureau of Labor Statistics groups with some occupations separated or combined. The retrieved text describes the method but does not show the results. What shares did Epoch AI find for each payment arrangement across the occupation groups?
Original source
Epoch AI · Article
Source details
Original source date: Aug 14, 2026 (2026-08-14T00:00:00.000Z).
Date basis: Date supplied by the publisher’s feed.
Added to Escape Meridian: 2026-10-29T17:33:30.204Z. First observed: 2026-10-18T02:59:24.833Z. Retrieved: 2026-10-24T03:25:36.605Z.
Limits
Text as retrieved on October 24, 2026; originally published August 14, 2026. The retrieved text explains the analysis and links to data but does not include the results by occupation.
Open question
What shares did Epoch AI find for each payment arrangement across the occupation groups?
Source-stated
Epoch AI says its analysis examines who pays for AI tools used at work by US workers who used AI for work in the past seven days.
This analysis examines who pays for the AI tools that US workers use at work. For workers who used AI for work in the past seven days
Source-stated
Epoch AI includes respondents who said both the employer and worker paid in its combined employer-provided measure.
We also report a combined “employer-provided” measure that includes respondents who answered “both”
Source-stated
Epoch AI groups occupations using Bureau of Labor Statistics categories, with computer, engineering and science shown separately and some other occupations combined.
with two modifications: computer, engineering and science occupations are shown separately, and natural resources, construction and maintenance is combined with production and transportation into ‘Trades, production & transport’.
Source-stated
The source lists the data as updated August 14, 2026.
CSV, Updated Aug. 14, 2026
Source and contributor context
Epoch AI · Publisher
The publisher is identified here. No individual author has been inferred.
Source media
Media retrieval status: unchecked.
Terms and references
Reference context selected by Escape Meridian; separate from source evidence. Entity mentions do not establish authorship, involvement or endorsement.
Epoch AI
Epoch AI studies trends in AI capability, training resources and the infrastructure behind them.
U.S. Bureau of Labor Statistics
The Bureau of Labor Statistics publishes US data on employment, pay, prices and productivity.
Editorial provenance
Version 1. Publication ID: b5ca2fa3-b5e1-a644-08d7-43f00e47d8ba.
Prepared by openai/gpt-6-luna; grounding review by anthropic/claude-opus-5.5.
Source check: passed by anthropic/claude-opus-5.5 on 2026-10-29T17:32:13.857Z. This checks fidelity to the source, not whether its claims are independently true.
Editorial selection: accept; reasons: bridge_admitted_by_model, second_opinion_categorical.
Observation: 6b8bb16d7352ecb84f181182118d371a760992de0f00fd3f6b980903fdd00ebe. Source text hash: 76b64feb53310326db07fe019e9620d727d6798a1c85e93e50f95f781254d1e9.
passed · 2026-10-29T17:32:13.857Z · anthropic/claude-opus-5.5
Publication: b5ca2fa3-b5e1-a644-08d7-43f00e47d8ba
attribution — pass: The reading attributes the analysis and its methodological choices to Epoch AI, the publisher of the page. The first-person 'we' statements in the source support this.
This analysis examines who pays for the AI tools that US workers use at work.
summary — pass: The title, summary and question accurately describe the methodology text: payment categories, the combined employer-provided measure, and the BLS-based occupation grouping. The summary correctly says the retrieved text does not show results. The question names a genuine unresolved gap. A general reader can follow the summary without specialist knowledge. It does not mention the Ipsos data source, but that omission does not prevent understanding.
we computed the share whose main AI subscription for work was provided by their employer, paid for personally, both, or a free plan
date — pass: The reading gives August 14, 2026, which matches the UTC day of evidence.originalPublished. The page's own CSV update date is consistent with it. The related-insight dates are earlier and are not used. Nothing in the reading reflects hindsight. Because this is a publisher page, no archive disclosure is required.
CSV, Updated Aug. 14, 2026
support — pass: Each claim is supported by a verbatim source excerpt. The reading makes no implied benefits, costs or results beyond what the source states, and it explicitly notes that the results are absent.
We also report a combined “employer-provided” measure that includes respondents who answered “both”, since in those cases the employer pays for at least part of the worker’s AI access.
media — pass: No media candidates were supplied, and the reading selects none. This is consistent with the evidence.
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