The Roles Behind Enterprise AI
aiteamrolesenterprise
A demo is not a product
I saw teams ship a demo that fails on real data. Three roles close that gap.
AI Engineer
I build the pipe: data, retrieval, model, eval. I care about latency, cost and reliability at scale.
Prompt Engineer
I design prompts, test them, and version them. I treat prompts as code and keep a test suite.
Critic / Ethicist
I check outputs for hallucinations, bias and harm. I block what should not ship. Together these roles turn capability into a product you can trust.