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
“AVA app home screen showing daily water intake and recently logged meals with health scores.”

AVA (Advanced Vitality Advisor) helps people follow a clear, structured path toward weight loss, muscle gain, or balanced healthy living — without extreme dieting. It brings calorie and macro tracking, food logging by barcode or photo, an AI nutrition assistant, and a goal-based meal planner into one focused iOS app, so healthy eating stays consistent instead of confusing.

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

Generate goal-based meal plans and recipes

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 tracking
A clean daily dashboard tracks calories, protein, carbs, and fats against the user’s goal.

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

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

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

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

Key Results Achieved

Architecture & technical build

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

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
Product screens

A look inside

AVA app home screen showing daily water intake and recently logged meals with health scores.”
“AVA app screen showing calorie and macro targets with options to log food by barcode, gallery or photo.”
“AVA AI Nutrition Assistant screen showing saved conversations about dinner, lunch, breakfast and muscle-gain recipes.”
“AVA meal planner screen showing a 30-day weight-loss goal, recipe categories and weekly meal-plan progress.”
“AVA AI meal planner showing a cottage cheese breakfast recipe and a shrimp and avocado lunch recipe with an option to replace the meal.”
“AVA AI recipe screen showing Mediterranean chickpea salad, preparation time, servings, ingredients, and an Add Ingredients to Cart button.”
“AVA meal planner screen showing a 30-day weight-loss goal, recipe categories and weekly meal-plan progress.”
“AVA AI meal planner showing a cottage cheese breakfast recipe and a shrimp and avocado lunch recipe with an option to replace the meal.”
“AVA AI recipe screen showing Mediterranean chickpea salad, preparation time, servings, ingredients, and an Add Ingredients to Cart button.”
“AVA meal planner screen showing a 30-day weight-loss goal, recipe categories and weekly meal-plan progress.”
“AVA AI meal planner showing a cottage cheese breakfast recipe and a shrimp and avocado lunch recipe with an option to replace the meal.”
“AVA AI recipe screen showing Mediterranean chickpea salad, preparation time, servings, ingredients, and an Add Ingredients to Cart button.”
Our Work

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