AI in Action · App #3
AI Production Readiness Advisor
Is your AI system ready for production?
Eight dimensions, deterministic scores, and hard gates the model can't talk its way past.
The model creates capability. Architecture creates trust.
Advisory only — not a certification, audit, or legal opinion.
Guided assessment for whether an AI feature is ready for production — eight dimensions, deterministic scores, hard gates the model can't talk its way past, and an OpenAI advisory narrative. Advisory only, not a certification.
The assessment walks through system context and eight readiness dimensions — use-case & risk fit, data & privacy, evaluation quality, security & abuse, reliability & ops, observability, human oversight, and cost & performance. Scoring is deterministic with hard gates the model can't talk its way past; an OpenAI-generated narrative adds an executive summary, risks, and a remediation plan with citations from a curated reference corpus.
Your answers stay in this browser. Answers are sent to the server only to generate the narrative, held briefly in a short-lived in-memory cache, never written to a database, and never used for model training.
Disclaimer: Advisory only — not a certification, audit, or legal opinion. Use the report as a structured conversation starter with your engineering, security, and compliance teams — not as sign-off. Privacy.
Part of AI in Action — personal production case studies in ai-assisted engineering. Methodology: Build → Validate → Improve → Document → Share. Built by Weidong Shi with Next.js, TypeScript, and Tailwind CSS; deployed on Vercel.