An AI Demo Is Not a Product: Designing for Evaluation, Latency, and Human Oversight
A compelling model demo proves possibility, not reliability. Production AI needs explicit quality criteria, latency and cost budgets, human authority that matches risk, continuous evaluation, and a maintenance plan for fast-changing models and regulations.