Editorial policy and AI disclosure
Publisher: replaced-by.ai. This policy describes the site's production process and its limitations, not a claim of professional accreditation. Updated 10 November 2026.
Purpose and scope
We publish general careers, education and workplace-AI information for UK and European readers. Useful comparisons should identify their sources, reference dates and uncertainties. A job's AI exposure is not a forecast that the job will disappear, and an occupation-level average cannot describe every individual role.
AI-assisted production
Articles and some tool responses are drafted with AI assistance using publicly available information. The Ask service can publish a generated answer as a permanent article or reuse a similar existing answer. Scheduled publishing also adds career and employer guides. These are not accounts of personal work experience, interviews, commissioned surveys or original field research.
Not every generated article has individual human or expert review before publication. We do not claim otherwise. Automated formatting and consistency checks are not a substitute for checking a claim against its primary source. AI-generated summaries may be incomplete or wrong, including when they name a real source.
Data and sourcing
The occupation index combines DfE's 2023 occupational AI exposure scores with ONS ASHE 2020 pay and employee job estimates, using SOC 2010 occupation codes. Profile comparisons are calculated from those records, not newly estimated salaries or future employment predictions. The methodology explains coverage, percentiles and limitations and links to original sources.
Article source lists are starting points for verification, not proof that all statements were independently checked. For decisions involving fees, training eligibility, regulated work or finance, consult the relevant official source and an appropriately qualified adviser. Dates matter: older figures should not be relabelled as current.
Corrections
Please report a correction with the affected URL, the disputed wording and supporting evidence. A correction may mean changing or removing a claim, updating a source, or withdrawing a page. A published page is not guaranteed to remain unchanged. We cannot promise a response time or individual advice.
Commercial links
Amazon links are identified as affiliate links; qualifying purchases can fund the site. Advertising and any sponsorship should be distinguishable from editorial information. A commercial link does not establish that a course, book or career is suitable for you. We do not sell a guaranteed job outcome.