Healthtech · AI Nutrition & Meal-Planning App

AVA — an AI nutrition assistant, calorie tracker, and meal planner

A health and nutrition app that turns weight-loss, muscle-gain, or healthy-living goals into a clear daily plan — calorie and macro tracking, food logging, an AI nutrition assistant, and goal-based meal planning.

iOS

Live on the App Store

AI Assistant

Nutrition Guidance

Goal-Based

Meal Planner

A health and nutrition app that turns weight-loss, muscle-gain, or healthy-living goals into a clear daily plan — calorie and macro tracking, food logging, an AI nutrition assistant, and goal-based meal planning.

Product screens

A look inside

Key Results Achieved

Healthy eating, made structured and consistent

Track, plan, and get AI guidance toward a real goal — all in one app.

Calorie & Macro

Daily tracking

AI-Guided

Personalized nutrition

iOS

Live on the App Store

The approach

Challenge & solution

The challenge

Healthy eating is confusing and easy to abandon: manual calorie tracking is tedious, generic diet apps feel restrictive, and most people lack a clear plan tied to their actual goal.

Business challenges
Make healthy eating feel clear, not restrictive
Keep users consistent past the first week
Tie every feature to a concrete goal — lose weight, gain muscle, maintain
Ship a polished, store-ready iOS experience
Technical challenges
Make food logging fast — barcode, photo, and search
Track calories and macros accurately against goals
Deliver personalized AI nutrition guidance in-app
Ship a polished, store-ready iOS experience

Our solution

AVA pairs fast food logging and clear calorie/macro tracking with an AI nutrition assistant and a goal-based meal planner, so users always know what to eat next and why.

Core features delivered

Calorie & macro trackingA clean daily dashboard tracks calories, protein, carbs, and fats against the user’s goal.

Fast food loggingLog meals by barcode scan, photo, gallery upload, or search — no tedious manual entry.

AI nutrition assistantAn in-app assistant answers nutrition questions and suggests recipes and adjustments in context.

Goal-based meal plannerStructured plans for weight loss, muscle gain, or maintenance, with meal-plan progress tracking.

AI recipe suggestionsPersonalized breakfast, lunch, and dinner recipes users can swap and save.

Under the hood

Architecture & technical build

AVA is built as a focused, store-ready iOS app: a clean tracking core, fast logging inputs, and an AI layer for guidance and recipes.

Architecture overview

Calorie/macro tracking core with goal targets
Multi-mode food logging — barcode, photo, search
AI assistant and recipe generation
Goal-based meal-plan progress tracking

Key technical components

AI assistant & recipes

Conversational nutrition guidance and personalized recipe suggestions.

Food logging

Barcode scanning, photo capture, and gallery upload feed the tracker.

Goal engine

Targets and meal plans tuned to weight loss, muscle gain, or maintenance.

Progress tracking

Daily and weekly calorie/macro progress against the goal.

Tech stack

Outcomes

Results & impact

Early outcomes

Live on the App Store as a polished nutrition app
Calorie/macro tracking, logging, AI guidance, and planning in one place
Every feature tied to a concrete health goal

Business impact

A focused product that keeps users consistent
AI guidance differentiates it from manual trackers
Room to grow into deeper coaching and integrations
Our Work

Related case studies

Healthtech · AI Nutrition & Meal-Planning App

AVA — an AI nutrition assistant, calorie tracker, and meal planner

A health and nutrition app that turns weight-loss, muscle-gain, or healthy-living goals into a clear daily plan — calorie and macro tracking, food logging, an AI nutrition assistant, and goal-based meal planning.

Healthtech · AI Nutrition & Meal-Planning App

AVA — an AI nutrition assistant, calorie tracker, and meal planner

A health and nutrition app that turns weight-loss, muscle-gain, or healthy-living goals into a clear daily plan — calorie and macro tracking, food logging, an AI nutrition assistant, and goal-based meal planning.

Healthtech · AI Nutrition & Meal-Planning App

AVA — an AI nutrition assistant, calorie tracker, and meal planner

A health and nutrition app that turns weight-loss, muscle-gain, or healthy-living goals into a clear daily plan — calorie and macro tracking, food logging, an AI nutrition assistant, and goal-based meal planning.

The last step

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