Builds and ships production systems on top of large language models and other AI services: retrieval, orchestration, evaluation and monitoring. One of the fastest-growing engineering roles in the UK market.
The roles people usually hold before this one, and the skills each move needs. Every skill is tagged with its IoAI competency framework domain.
The most direct route in. You already ship software; the step is learning to design around model behaviour rather than deterministic code.
The engineering route needs the most build-up but has the clearest demand. Expect to learn to program properly before the AI layer makes sense.
Where this role usually leads next, and what each move takes.
Associate accreditation recognises exactly the competencies an AI Engineer needs: an evidence-based assessment against the five domains, reviewed by the IoAI, renewed annually.
An evidence-based credential from the UK's professional body for AI carries further than another line on a CV. Apply when you are ready, or find your level first.
Your route into AI on one interactive map: pick your starting point and follow the lines.
Live UK roles with honest salary bands, including AI Engineer openings when employers post them.
The five domains behind every skill on this page, and what they look like at each level.
