CookProof

CookProof is a mobile + web AI-assisted recipe platform that focuses on reliability, not novelty. Users pick a dish, then set their real constraints: cookware you own, stove type, altitude, dietary limits, and skill level. The app generates a step-by-step plan with timing, heat cues, and “if this happens, do that” troubleshooting (e.g., sauce broke, chicken browning too fast). The core is a community verification loop: cooks submit outcome photos and quick check-ins (time taken, substitutions, what failed). Recipes earn a “Proof Score” based on repeatable success across different kitchens, and the app automatically updates instructions when patterns show consistent failure points. It’s not trying to replace chefs; it’s trying to prevent wasted groceries and demoralizing failures. Monetization is subscription for advanced troubleshooting, scaling, and personalized coaching modes.