Client-Safe AI Decision Cards

A lightweight “model explanation translator” that turns a CSV prediction export into client-safe explanations. Consultants and small AI agencies often have probabilities, SHAP values, or model outputs but struggle to package them into language a nontechnical client can approve. Users upload rows containing a prediction and top contributing factors; the tool generates branded one-page decision cards, flags risky wording such as unsupported certainty, and exports a PDF/HTML link. It is less crowded than building models and directly serves people selling AI work. Day 1 MVP: accept a CSV with prediction + feature-contribution columns, use templates rather than paid APIs, and create a polished HTML report. Free implementation: Python, Jinja templates, WeasyPrint, Cloudflare R2/Pages, and a simple Stripe payment link when ready. Monetize per export bundle or via agency subscriptions for branding and client portals.