Meal plans grounded in real data
The AI builds every plan from a base of verified, fact-checked nutrition data and food databases — so the macros, recipes, and grocery lists are real, not guessed.
AI Product · LiveNourvi
AI meal planning built on real, fact-checked nutrition data — not what the model thinks it knows.
Shape
AI Product
Engagement
Scope → Build → Operate
Status
Live
StackNext.jsVerified nutrition DBLLM groundingPrivate data store
A full week of meals from real body data
Zero made-up foods or macros
Personal health data stays private
The challenge
Generic meal planners fail the same way: they hand you a plan that ignores your body, your allergies, and what you actually ate yesterday. And when an AI writes the plan, it invents foods and macros that don't exist.
Nourvi needed a planner that produces a full week of meals tailored to real inputs — age, weight, activity, health conditions, dietary preferences — and never makes up a number. Accuracy and privacy were non-negotiable.
What we built
What we built for Nourvi
No made-up foods or numbers
Answers are checked against the real food data before they reach you. If the model can't ground a recommendation in a real source, it doesn't ship it.
Your data stays yours
Personal inputs — health conditions, allergies, weight — stay private. The planner personalizes without turning your body into someone else's training data.
Built to hand over
The interface, the data pipeline, and the recommendation engine were built so the Nourvi team can run and extend it without us.
See it
Inside the product
The grocery list, generated straight from the plan.
Macros that trace back to a real, verified source.
Outcomes
What changed
Plans grounded in verified nutrition data, not model guesses
Allergens and health conditions respected on every plan
The team can run and extend the product without us
“If the model can't ground a recommendation in real data, it doesn't ship it.”
Live status
Nourvi is live, generating personalized weekly meal plans, macros, and grocery lists from real nutrition data.
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