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Draft AI workplace guide: test the evidence behind promises of better work

13 hours ago
2 min read

Source and event date: 12 November 2026 — release of draft guidance and opening of consultation. Checked: 13 November 2026. Consultation closes: 27 January 2027.

The government opened consultation on draft workplace AI guidance on 12 November 2026; feedback closes on 27 January 2027. The release includes employer case studies. Those reported examples do not establish that a different workplace will achieve the same results.

Define the claim before testing it

Our public-interest advocacy commentary: a promise that AI will improve work needs a measurable question. Is the proposed benefit less administration, fewer errors or faster responses? Define the task and compare like periods. Report who measured the result and whether time spent checking or correcting output was counted.

Look beyond the headline saving

For example, a faster first draft may create extra review work for another employee. A useful assessment records the whole workflow, including escalations and unsuccessful attempts. It should also identify whose experience was sought. A productivity average can conceal a group whose workload increased or whose access to assistance became harder.

Keep decisions open to explanation

When a system contributes to a consequential workplace decision, a clear record should identify the information used, the human review and the reason for the outcome. An advocate examining a complaint can separate the system’s output from the employer’s decision and the worker’s account. Neither technological confidence nor a disputed output substitutes for evidence.

Read consultation material with its status in mind

A draft policy resource offers an opportunity to influence practice. It does not itself determine a complaint or prove that an employer acted fairly. Readers preparing feedback can propose a safeguard, explain the problem it addresses and describe how its effectiveness could be checked. BAJN provides professional employment and human rights advocacy. General information and commentary only; not legal advice.

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