Originally published on AI Tech Connect.
What you need to know before you apply Most AI engineers who fail a bank, insurer or NHS interview do not fail on modelling. They fail on a single follow-up question that a startup panel would never ask: how would you evidence that? The regulated-sector AI job is a genuinely different job, and it differs on three axes — the hiring process, the interview, and the daily work. The process runs longer because the requisition itself sits inside a control framework. Security review, vendor assessment and background checks are part of the pipeline, not an afterthought. The interview probes evidence, not cleverness. Traceability, human oversight, model documentation, rollback and data residency are the five surfaces that come up again and again. You should be able to name three regimes without…
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