Not another “AI recipe generator”
AI does not calculate macros
LLMs can hallucinate calories, protein, fiber, and servings. CookCards treats AI numbers as untrusted.
Database calculates
Nutrition is estimated from structured ingredient data, designed for USDA/FDC integration.
Rules validate
Ingredient sandbox, flavor templates, macro targets, and realistic cooking checks reduce recipe failures.
Why normal AI recipes break trust
Typical AI recipe
“This salad has 30g protein” — but the model guesses portions, forgets dressing calories, and treats vague ingredients like real nutrition math.
CookCards guarded recipe
AI can suggest flavor. But grams, calories, protein, fiber, and fat come from structured ingredient data and rule checks.
Guarded generation engine
We don’t let AI invent taste
Flavor identity protection
Each CookCard starts from a curated dish template. Some ingredients are locked because they define the dish. Some are adjustable because they affect macros. Some swaps are forbidden because they would ruin the meal.
Example: Carbonara
Locked: pasta, egg/yolk texture, parmesan/pecorino, black pepper, salty cured-meat note.
Adjustable: pasta grams, egg white ratio, parmesan amount, pancetta/turkey bacon amount, Greek yogurt max amount.
Forbidden: beans, salsa, chia seeds, random chicken breast chunks.
Ingredient sandbox, packaged for real flavor
We restrict the early MVP to standard, high-quality groceries — then use professional flavor math and flavor templates to turn bland “gym bro” staples into CAVA, Chipotle, and comfort-food style meals.
Rebalance a dish to your macros
Fake-door test: production optimization engine is not connected yet.
Mock result: Macro-balanced Carbonara
Reduced pasta from 100g to 75g, added egg whites for protein, kept parmesan at 15g for flavor, limited Greek yogurt so it stays creamy instead of fake.
Craving-first generator demo
Demo note: This is a fake-door validation test. The production USDA/FDC + LLM engine is not connected yet.
Trust promise
- No AI-guessed macros
- Nutrition estimated from structured ingredient data
- Only grocery-store ingredients
- Realistic cook time checks
- Flavor template, not random ingredient soup
10 curated macro-balanced CookCard templates
Click any recipe. The full verified CookCard below updates with the same structured template.
Full verified CookCard
Validation questions
Would a macro rebalancer beat another meal prep app?
This MVP tests whether macro-conscious users want ingredient-level rebalancing for dishes they already crave — not another recipe picker.