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Moodwell · NutritionProduct layer

Make food tracking fit your day.

Nutrition is built around one idea: logging a meal should use whichever method fits the moment. Six ways to capture food, targets that adapt to what you actually eat, and meal planning on the same weekly plan as everything else.

Layer
Nutrition
Capture
Search · Barcode · Photo · Voice · Text · Manual
AI
Photo, voice & description capture
Platforms
Android beta · Desktop web
Moodwell Capture Food and Meals sheet with describe, photo, manual, and voice options, three marked AI
Pick the capture method that fits the meal. AI paths are labeled.
Moodwell Targets and Coaching screen with an adaptive maintenance estimate and fat loss, maintenance, and lean gain modes
Targets start from a formula, then learn from your real intake and weight.
Moodwell Food and Meals screen with quick-add favorites and recently logged meals
Quick-add from favorites and history. No AI needed.
The problem

Food logging fails on friction

Most people quit food tracking because every meal costs too much effort, or because the app forces one method (a search box, a barcode, a camera) when the meal in front of them needs another.

Calorie targets have the opposite problem: they're set once from a formula and never learn from what actually happens to your weight.

What I built

The Nutrition layer, feature by feature.

Search and manual entry

Find a food record or create your own, with portions and nutrient detail you can review.

Barcode scanning

Start from product data and confirm the match before it's saved.

Photo, voice, and description

Snap a label or a plate, say what you ate, or describe it. AI grounds the numbers and you review the match.

Adaptive targets

Calorie and macro targets start from the Mifflin-St Jeor formula, then learn from your logged intake and weight after about two weeks.

Recipes and meal planning

Combine foods into recipes or saved meals, check nutrition per serving, and drop meals into the weekly planner.

Hydration and quick-add

Track water, and re-log favorites and recent meals in a tap.

Product decisions

The calls that shaped it.

  1. 01

    AI capture is opt-in, not the default

    Photo, voice, and description capture use AI credits. Search, barcode, manual entry, and favorites never do, so the cheapest path is always one tap away.

  2. 02

    Review every match before it saves

    AI and barcode matches arrive as a proposal with an editable portion. Nothing goes in the diary until you confirm it.

  3. 03

    Targets that learn, with a lock

    An adaptive maintenance estimate replaces the formula once there's enough logged intake and weight data. People who want fixed numbers can lock their targets.

  4. 04

    Coaching modes connect to training

    Fat loss, maintenance, and lean gain set the direction, and lean gain is tuned to your training load from the Fitness layer.

AI

Where AI helps

AI removes friction from capture. The deterministic paths stay free.

Photo capture

Reads a label or a plate and proposes foods and portions.

Credits per capture; re-running a photo costs credits again.

Voice and description

Transcribes or parses what you ate and looks it up.

You confirm the match before it saves.

What should I eat?

A meal-suggestion coach for when you're not sure what fits your day.

Uses credits.

Guardrails & limits

What it won't do.

  • A model, not a measurement

    The adaptive estimate is built from logged intake and weight trends. It models your maintenance; it doesn't measure it.

  • Not medical advice

    Moodwell does not diagnose, treat, prevent, or cure medical conditions.

Keep exploring

More of the build.

Back to the overview
← Previous

Fitness

Set-by-set logging, weekly routines, and a strength index built entirely from your own log.

Read the deep dive
Next →

Health

Medication, supplement, GLP-1, and peptide tracking, with a cited safety check that never fakes an all-clear.

Read the deep dive
Product layer

Mindfulness

One-minute check-ins, journaling, guided conversations, and 30 short wellbeing tools.

Read the deep dive
Cross-layer system

AI & integrations

13 coach personas with identical permissions, a credit model, review-before-save, and read-only Health Connect.

Read the deep dive
Cross-layer system

Discoverability

184 pages, a markdown twin for each, llms.txt, and explicit content signals for search and AI assistants.

Read the deep dive
See it for yourself

Try Moodwell.

Android beta applications are open and the iOS waitlist is live. Plans are $9.99 a month or $99 a year, with a 7-day trial.

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