HealthTech // Client Project

Making Personalized Nutrition
60% Easier to Plan.

We built an AI-powered nutrition platform that helps users plan meals, manage groceries, recognize ingredients, and discover suitable nearby dining options without spending so much time tracking everything manually.

Key Results RESULTS
60%
Less Planning Time
Simpler Routine
50k+
Food & Product Searches
Fast Results
92%
Ingredient Recognition
Image Powered

Trusted by teams building ambitious products

What We Set Out to Improve.

Business
Digital Health & Wellness

A nutrition product designed to make personalized meal planning easier for people with different dietary needs and lifestyles.

Partnership
Dedicated Product Team

Coretus supported product planning, mobile development, AI features, backend development, integrations, testing, and launch.

Goal
Simpler Personalized Nutrition

Help users spend less time logging food and searching for meal options while still receiving useful personalized guidance.

What We Built
AI Nutrition Platform

One connected experience for meal planning, ingredient recognition, grocery lists, personalized suggestions, and nearby dining options.

What Was Getting in the Way.

Many nutrition apps still expect users to search for every food, log meals manually, build grocery lists, and switch to other apps when eating outside the home. That creates friction very quickly.

The client wanted to make nutrition support feel more practical in everyday life. The product needed to reduce manual tracking while still adapting to personal goals, available ingredients, and location.

Tracking Fatigue
Manual meal logging and planning made it difficult for users to stay consistent over time.
Limited Real-World Help
Traditional trackers worked better at home than when users needed quick dining or grocery decisions.
Too Many Separate Tasks
Planning meals, checking ingredients, building grocery lists, and finding restaurants often required different tools.
The Solution

What We Built.

01
Personalized Meal Planning
The platform uses each user's preferences and nutrition goals to make meal suggestions that feel more relevant to everyday life.
Key details
Focus User Goals
Experience Personalized Plans
Updates Easy To Adjust
02
Ingredient Recognition
Users can scan available ingredients and receive recipe ideas instead of entering every item manually.
Key details
Input Food Images
Recognition 92% Accuracy
Output Recipe Ideas
03
Local Food Discovery
When users are away from home, the platform helps them find nearby options that better match their dietary preferences.
Key details
Location Nearby Options
Filtering Dietary Preferences
Experience Live
Before and After

How the Workflow Improved.

Area
Before
After
Meal Planning

Manual Selection

Users searched for recipes and worked out meals themselves.

Personalized Suggestions

The platform creates relevant meal ideas around user preferences and goals.

Ingredient Entry

Type Everything

Users manually entered ingredients and food information.

Scan & Discover

Ingredient recognition reduces typing and quickly suggests what users can make.

Eating Out

Search Separately

Users had to research suitable restaurants and meals themselves.

Nearby Suggestions

The product helps users discover local choices that better fit their needs.

Key Features

What Made the Solution Useful.

SMART PLANNING

Personalized Meal Suggestions

Meal ideas are shaped around user goals and preferences, reducing the effort of deciding what to eat.

Business impact
Less Planning Effort
IMAGE RECOGNITION

Fridge Scanner

Users can scan ingredients they already have and receive useful recipe ideas without entering everything manually.

Business impact
Faster Meal Decisions
LOCAL DISCOVERY

Nearby Dining Suggestions

The app helps users find local food options that are more suitable for their dietary preferences.

Business impact
Useful Beyond Home
Faster Delivery

How We Reduced Build Time.

Tested foundations helped the team spend less time on setup and more time on the parts that made this product useful.

What accelerated the work

4 reusable building blocks
01

Secure User Profiles

A tested starting point for secure user profiles reduced repeated setup work.

02

Image Recognition Components

Reusable work for image recognition components let the team focus more time on the client’s specific needs.

03

Location & Search Components

This made it easier to add location & search components without rebuilding common foundations.

04

Grocery & Product Connections

A tested starting point for grocery & product connections reduced repeated setup work.

Results

The Business Difference.

A straightforward before-and-after view of what changed for the team and their customers.

RESULT: TIME01

Meal Planning

Personalized planning and grocery support reduced the amount of time users needed to organize meals.

BeforeManual
After60% Faster
Outcome60% Less Planning Time
RESULT: SPEED02

Food & Product Search

Users could search a large product database without noticeable waiting during normal use.

Target< 1.5s
AfterSub-Second
Outcome50k+ Product Queries Supported
RESULT: FLEXIBILITY03

Feature Reliability

Independent product areas could be improved without disrupting the full user experience.

BeforeTightly Connected
AfterMore Flexible
OutcomeMore Reliable Feature Updates
Results60% Less Planning Time • 50k+ Product Queries Supported
Trust and Control

How We Kept It Safe and Reliable.

01
Personal Data
Personal nutrition and profile information is protected with secure access and encrypted storage.
SECURE
02
Clear Personalization
Recommendations use known user preferences and goals, making the experience easier to understand and adjust.
PERSONALIZED
03
Ready to Grow
The product was structured so new features and integrations could be added as the platform expanded.
GROWTH READY
04
Code and IP Ownership
The client retains ownership of the custom product and code created for the platform.
100% OWNED
Client Testimonial

In their own words.

Coretus didn’t just build an app. they built a personalized nutrition ecosystem . By automating the mental load of planning, they solved the retention problem that plagues our industry.

Make Health Technology Easier to Use Every Day.

Have a similar challenge? We can help you plan and build a practical HealthTech solution around your goals, budget, and existing systems.

Personalized AI Experiences

Mobile Product Development

Secure User Data