HealthTech // Client Project

Personalized Nutrition with
60% Less Planning Time.

We helped Eating All Together build a mobile nutrition experience that brings personalized meal planning, ingredient scanning, grocery support, and nearby dining suggestions into one easy-to-use product.

Key Results RESULTS
60%
Less Planning Time
AI Assisted
50k+
Food & Product Queries
Fast Search
99.9%
Service Availability
Reliable

Trusted by teams building ambitious products

What We Set Out to Improve.

Product
Digital Health & Wellness App

A nutrition experience designed around everyday meal planning, grocery decisions, and eating outside the home.

Partnership
Dedicated Product Team

Coretus supported mobile development, AI features, backend services, integrations, product UX, testing, and ongoing improvements.

Goal
Make Personalized Nutrition Easier to Follow

Make it easier for users to follow nutrition goals without spending large amounts of time logging food and organizing meals.

What We Built
AI-Powered Nutrition App

A connected mobile experience for personalized meal plans, ingredient scanning, grocery support, and nearby restaurant discovery.

What Was Getting in the Way.

Existing nutrition tools often required users to jump between calorie trackers, recipe websites, grocery lists, and restaurant search tools.

Eating All Together wanted one product that could reduce this daily effort and make nutrition guidance fit more naturally into real life, whether users were planning at home or choosing food while out.

User Fatigue
Repeated meal logging and planning made it difficult for users to stay engaged.
Slow Product Search
Food and product searches needed to feel fast enough for regular mobile use.
Disconnected Experience
Meal planning, grocery preparation, and eating out were usually treated as separate tasks.
The Solution

What We Built.

01
Personalized Meal Planning
The app creates meal ideas around the user's nutrition goals and preferences, reducing the amount of planning required each week.
Key details
Input User Preferences
Output Personalized Plans
Experience Easy To Adjust
02
Fridge Scanner
Users can scan available ingredients and receive recipe suggestions based on what they already have.
Key details
Input Ingredient Images
Action Recognize Food
Output Recipe Ideas
03
Healthy Options Nearby
The app helps users discover nearby dining choices that better match their dietary preferences when they are away from home.
Key details
Location Nearby
Filter Dietary Needs
Experience Live
Before and After

How the Workflow Improved.

Area
Before
After
Meal Planning

Manual Decisions

Users searched recipes and planned meals themselves.

Personalized Plans

The app suggests meals based on personal preferences and goals.

Food Search

Slow & Repetitive

Finding and logging food could interrupt the user experience.

Fast Product Search

Food and product searches return quickly even across a large catalog.

Grocery Planning

Separate Lists

Users manually built grocery lists after deciding on meals.

Connected Planning

Meal choices and grocery needs work together in one flow.

Key Features

What Made the Solution Useful.

FRIDGE SCANNER

Scan Ingredients

Users can identify ingredients from an image and turn what they already have into practical meal ideas.

Business impact
Less Manual Entry
FAST SEARCH

Search 50k+ Food Products

Fast search makes it easier to find nutritional products without slowing down the mobile experience.

Business impact
Sub-Second Search
LOCAL DINING

Find Suitable Restaurants

Nearby dining suggestions extend the app beyond meal planning at home and support real-world decisions.

Business impact
Useful On the Go
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 Accounts

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

02

Product Monitoring

Reusable work for product monitoring let the team focus more time on the client’s specific needs.

03

Location Components

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

04

Image Recognition Components

A tested starting point for image recognition components 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

AI-assisted meal and grocery planning reduced the time users needed to organize their weekly nutrition routine.

BeforeManual
With EAT60% Faster
Outcome60% Less Planning Time
RESULT: SPEED02

Food & Product Search

The product supports fast lookups across more than 50,000 food and nutrition records.

BeforeSlower
With EATSub-Second
Outcome50k+ Product Queries Supported
RESULT: RELIABILITY03

Product Availability

Key product areas were structured to remain dependable as usage and feature activity increased.

Target99.9%
Result99.9%
Outcome99.9% Service Availability
Results60% Less Planning Time • 50k+ Product Queries Supported
Trust and Control

How We Kept It Safe and Reliable.

01
Data Privacy
Personal profile and nutrition information is protected with secure access and data-handling controls.
PRIVACY FOCUSED
02
Secure Product Access
User accounts and sensitive product areas are protected with role and access controls.
SECURE
03
Code and IP Ownership
The client retains ownership of the mobile product, backend services, and custom functionality created for the platform.
100% OWNED
04
Ready for Product Growth
The platform was designed so new nutrition features and integrations could be added without rebuilding the full app.
GROWTH READY
Client Testimonial

In their own words.

Coretus didnt just build an app. they built a personalized nutrition ecosystem that reconciled clinical dietary needs with our users fast-paced realities. Our planning time dropped by 60% immediately.

Build Health Products People Can Actually 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.

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