How Should Enterprises Calculate AI ROI? Measure Cost per Accepted Business Outcome, Not Token Spend
How a business-unit sponsor can prove enterprise AI value through bounded PoCs, accepted outcomes and full workflow unit economics.
AI PoC
Why I Put Codex CLI Behind an API: Agent Runtime Design for Faster AI PoCs
The real bottleneck in an AI PoC was not model speed but the time between a business question and working behavior. This article explains why I put Codex CLI behind a thin API boundary, separated callers from a reusable Agent Runtime, and used deterministic control to shorten feedback latency.