AI careers in 2026: roles, skills and where to start

AI hiring is no longer just for PhDs. The industry needs builders, evaluators, and product thinkers as much as it needs researchers.
Three role families
Applied ML engineers ship models. ML platform engineers ship the systems around them. AI product engineers ship features users see.
Portfolio over papers
A working demo on GitHub or a deployed app beats a long CV for most roles.
Evals are a superpower
Engineers who can design and run rigorous evaluations are scarce and well-paid.



