Grow Your Business
With On-Device Food Recognition
And Ready-To-Use AI Modules

With our Nutrition-AI Hub, you can create life-changing AI experiences and grow your mobile app business like never before.

our nutrition ai nutrition tracking app recognizing a strawberry salad

Our Valued Partners and Clients

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The World's Leading Nutrition-AI SDK

Grow your business & transform your coaching, fitness, health and life-style apps with our proprietary food recognition technology that can reduce logging times to seconds, make nutrition tracking exciting and engaging for your users.

2.3 Million Foods Recognized

Harness the power of AI to instantly identify a diverse range of foods. From whole foods and dishes to packaged foods.

#1 worlds Largest Visual Database

Get access to the world's most comprehensive visual food database. Our extensive collection ensures accuracy and reliability.

1 Million Labels Recognized

Users can retrieve nutritional information from a vast array of product labels without having to open up the packaging.

Thousands of Unique Foods Recognized

Dive into a rich catalog of unique foods. From regional specialties to rare ingredients, our AI understands the diversity of global cuisines.

Components In Nutrition-AI

Our AI SDKs and Modules come equipped with reference applications and sample code allowing you to get up and running in no time.

Food Database

The world's most comprehensive visual food database.

Visual Food Detection

Quickly scan and recognize over 1.5 Million foods in real-time.

Nutrition Facts Scanning

Using Optical Character Recognition (OCR), you can capture everything on nutrition facts labels.

Barcode Scanning

When nutrition facts labels are hard to read, you can always directly scan UPC codes.

Voice Logging

Enables fast and reliable logging of multiple foods and recipes via voice.

Text Search

Quickly use text search to browse the full list of foods from our extensive database.

Image Search

Log from a single food image, or an image of multiple foods are supported.

Custom User Foods

Easily add new foods to your user foods which are not currently in the database.

Meal Plans

We offer a number of meal plans, curated by Passio’s certified Registered Dieticians.

Micro & Macro Tracking

Track your nutrition by viewing your daily micros and macros with easy-to-understand charts.

Advisor Chatbot

Lets users chat with our Nutrition-AI Advisor to recieve personalized nutrition advice.

Image Recognition

Users can upload or capture images of foods they would like to log in our Nutrition-AI Advisor.

Voice Logging

With Voice Logging, you can talk with our advisor to log your meals with your phone's mic.

Personalized Meal Plans

Nutrition-AI Advisor can create a personalized meal plans based on the users nutrition goals.

Progress Tracking

Ask the advisor to check on your progress, and get personalized nutrition insights.

Goal Setting

Track your nutrition easier by sharing with the advisor your nutrition goals.

Volume Estimation

Ditch the food scales and quickly measure food amounts with your phones camera.

Nutrition Reports

Users can see their progress and generate detailed reports for a specific time frame.

Multi Food Scanning

Scan multiple ingredients at once and build custom recipes.

Social Media Reel Creator

Users can easily record 60 second videos of their meals that they can share on social media.

ARKit Integration

Seamlessly integrates with Apple's AR Toolkits, allowing unique AR experiences.

Nutrition Facts Scanning

Using Optical Character Recognition (OCR), you can capture everything on nutrition facts labels.

iOS

Build seamless and efficient iOS applications with our comprehensive AI SDKs, complete with reference applications and detailed documentation to accelerate your development process.

Android

Develop powerful Android apps using our AI SDKs, equipped with sample code and resources to help you integrate advanced nutritional analysis and food recognition capabilities effortlessly.

React Native

Leverage our AI SDKs to create cross-platform applications in React Native, featuring resources and guides to streamline the integration of the nutrition tracker.

Flutter

Utilize our AI SDKs to enhance your Flutter applications, offering robust tools to implement advanced nutrition insights and food recognition functionalities with ease.

How To Integrate Nutrition-AI

Add to your existing applications, or use to create brand new apps. To learn more, please review our documentation page.

1

Sign Up & Subscribe

Choose a Nutrition-AI Hub subscription tier based on your needs, and get access to the following:

  • Passio Mobile SDKs
  • Nutrition Database REST API Key
  • SDK UI Modules
  • Detailed Documentation & Code Snippets

2

Integrate The SDK

With a few lines of code, add our SDK into to your existing app, or build a brand new app:

  • Our SDKs are well documented and come with code snippets and templates.
  • Integrate yourself, or work with our team to speed up the integration process.
  • Use the REST API to search, scan, or chat with your advisor in an existing application.

3

Deploy & Optimize

Deploy your app to your users, then enhance the user experience by fine tuning UI/UX components:

  • Deploy to your users
  • Iterate on a wide range of UI/UX configurations
  • Configure your monetization approaches based on your users and use cases.

Nutrition-AI Features At Work

Take a look at some of our features in action. Our SDK provides users with a faster and more engaging way to track foods and learn about nutrition.

Nutrition-AI Advisor

Let your users ask AI Nutrition Coach to log foods, detect ingredients from images, generate personalized meal plans and recipes, and help make informed and healthy dietary choices.

Get Started With Our Nutrition-AI Hub Today

Quickly create, or supercharge existing mobile applications with computer vision, searchable foods, logging, and more!

Starter

$25

/mo

Tailored to new or small-scale applications preparing to grow.
(for roughly 1-50 users)

Features

Access food database REST API

Access to Nutrition-AI Advisor API

Code snippets and quick start app

Detailed documentation

Optional auto-credit refills as required

Tokens & Usage

10M tokens included

$2.50 per 1M tokens

$2.50 per additional 1M tokens

30-50 MAUs supported

Subscribe Now

Growth

$300

/mo

Tailored to existing applications with a growing user base.
(for roughly 100-750 users)

Features

Everything in Starter Package

Dedicated Slack channel for support

Figma design templates

Tokens & Usage

150M tokens included)

$2.00 per 1M tokens

$2.50 per additional 1M tokens

450 - 750 MAUs supported

Subscribe Now

PRO

$3,000

/mo

For businesses with high volume requirements.
(for roughly 1,000-10,000 users)

Features

Everything in Growth Package

Dedicated integration support

Design customization support

Tokens & Usage

2,000M tokens included

$1.50 per 1M tokens

$2.50 per additional 1M tokens

6,000 - 10,000 MAUs supported

Subscribe Now

Enterprise

.

Talk to Sales for Pricing

Tailored for large enterprise companies with high volume requirements.
(for over 50,000 Active Users)

Features

Everything in Pro Package

Additional volume discounts on tokens

Hands-on integration support

Custom implementations & features

Talk To Sales

For terms and conditions for our products, please read and agree to our Passio AI Tools License Terms

Frequently Asked Questions

Find answers to common questions about our Nutrition AI products, including pricing & usage tips.

What is the cost per user? Can I limit the cost per user?

Costs per user will vary depending on usage. You can use the calculator provided on Passio's account portal to estimate token usage.


For example, if a user sends one photo to the API for analysis, it will result in 5k tokens spent from the account. So while costs can vary, we estimate that an average user logging meals regularly for one month would utilize around 250k tokens.


To manage costs, you can limit usage to a fixed amount by engineering your app with token limits. For instance, you could limit a free user to 80k - 100k tokens and then ask users to pay once they reach that limit. This approach allows you to demonstrate value to users while keeping your cost between 1 to 10 cents per user.

What are tokens, and how are they used in the Passio Hub plans?

Tokens are used to quantify the usage of Passio services. Each action, such as an API request, Vision AI request, Text AI request, or Chat Message request, consumes a specific number of tokens. The monthly plans include a set number of tokens, and users can purchase additional tokens if they exceed their monthly limit.

What is a token in the context of AI processing?

A token is a unit of measurement used in AI processing to represent pieces of input or output data. For example, when you send text to an AI, the words and punctuation are broken down into tokens, which the AI then processes.

How does token pricing work for your AI services?

Our token pricing is designed to be simple and predictable. We roll the input and output token costs into a single average value. This consolidated price also covers additional costs, such as Passio API usage, ensuring a consistent billing platform. This approach allows us to update and improve our AI models without needing to change our pricing structure.

How is the token cost per API call determined?

The token cost per API call is set to cover the cost of using the service and is priced to align with industry-standard API billing costs. This ensures that our pricing remains competitive and fair within the market.

What happens if I exceed the monthly token limit included in my plan?

If you exceed the monthly token limit included in your plan, our billing portal allows you to configure an automatic refill option. By default, this setting is enabled on your account. When enabled, if you make a request to the API and dont have enough tokens, you will automatically be billed at a rate of $2.50 per million tokens to top up the number of tokens you have set.


For example, if your refill amount is set to 2 million tokens, you will be charged $5.00 and gain 2 million more tokens.


There are no volume discounts on refills, but you can manually purchase additional tokens at any time through the dashboard. If the automatic refill option is turned off and you run out of tokens, the service will stop responding until more tokens are added.

Can I upgrade or downgrade my subscription plan at any time?

Yes, you can upgrade or downgrade your subscription plan at any time to better suit your usage needs. This flexibility allows you to adjust your plan based on changes in your application's user base or feature set.

What is included in the REST API access for the food database and Nutrition Advisor?

The REST API is essential for the mobile SDK to gather all necessary food information and is required for the SDK to function. The API offers a wide range of capabilities, including:

  • Text-search foods: Easily find foods by searching text.
  • Full food details and nutrition: Access comprehensive information about foods and their nutritional content.
  • Meal plans: Retrieve and manage meal plans.
  • Bar code scan: Scan barcodes to get food information.
  • Computer vision routes for food recognition: Use image recognition to identify foods.
  • AI assistant tools: Utilize features such as visually similar food suggestions based on user profiles and AI nutritionist conversations.


This comprehensive access ensures that you can fully leverage the capabilities of our food database and Nutrition Advisor in your applications.

What are the volume discounts, and how do they affect my monthly cost?

Volume discounts are applied based on the number of tokens you use. The rate per million tokens decreases as your usage increases, as follows:

  • 1-20M tokens: $2.50 per million tokens
  • 20-100M tokens: $2.45 per million tokens
  • 100-500M tokens: $2.40 per million tokens
  • 500M+ tokens: $2.35 per million tokens


These discounts can significantly reduce your monthly cost if you have high token usage. Volume discounts are not applied on refills.

How does the auto-credit refill option work, and is it mandatory?

Our billing portal allows you to configure an automatic refill option, should you exceed the monthly token limit included in your plan. By default, this setting is enabled on your account. When enabled, if you make a request to the API and dont have enough tokens, you will automatically be billed at a rate of $2.50 per million tokens to top up the number of tokens you have set.


For example, if your refill amount is set to 2 million tokens, you will be charged $5.00 and gain 2 million more tokens.


There are no volume discounts on refills, but you can manually purchase additional tokens at any time through the dashboard. If the automatic refill option is turned off and you run out of tokens, the service will stop responding until more tokens are added.

What is the Mobile app SDK quick-start app, and how can it benefit my application?

The Mobile app SDK quick-start app is a demo app provided by Passio to give you an example of how you can integrate our modules into your mobile applications quickly and efficiently. It includes sample UI layouts and engineering views so you can peek under the hood at how everything works.

Is there a free trial or a way to test the service before committing to a plan?

Currently, we do not offer free trials. Upon purchasing, you will be billed immediately for the token credits. This pricing model ensures we can cover the necessary costs required to serve your needs and maintain the high-quality service you expect.

What is the difference between on-device and cloud-side recognition?

On-device recognition is faster and processes photos on the device itself, meaning the photos are not sent to the cloud. It costs fewer tokens, but only allows you to log a single ingredient at a time, and requires multiple uses to log a meal.

Cloud-side recognition, which uses the Nutrition AI Advisor API, has more tokens per call, but will recognize everything in the image and return all foods, requiring only one main scan to log the meal. It is more powerful but has some latency due to the images being processed in the cloud.

Can I use both on-device and cloud-side recognition in my application?

Yes, you can integrate both on-device and cloud-side recognition in your application to leverage the advantages of each method. On-device recognition can be used for quick, simple identification, while cloud-side recognition can handle more complex analysis when needed.

Are there any limits to the number of users I can have in my application?

There are no strict limits to the number of users you can have. However, your token usage will increase with the number of users, so you should select a subscription plan that accommodates your user base and expected usage.

How secure is my data when using Passio Hub's services?

Passio Hub takes data security seriously. Data processed via the cloud-side recognition is handled with strict security measures to ensure privacy and protection. On-device recognition keeps the data local to the device, providing an additional layer of security by not transmitting photos to the cloud.

What measures enable people to exercise their data privacy rights (information, access, erasure, modification, etc.)?

Our standard setup does not store data that can identify the user in any way. Consumers of our SDK might store that data, but Passio does not. The SDK might cache the license key for faster authentication, everything else is just used for the nutritional data. The only component that might be affected is the personalization API we are adding in our 3rd generation SDK that would allow customers to upload end-user profile data (e.g., weight, height, diet, etc.) to personalize responses from the Nutrition AI Advisor.

We do not store this data, but the data is transitioned to our LLM that could be a third party LLM such as GPT. As a technology provider we rely on and require our customers to ensure no personal data is transferred to Passio.

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Our Customers

Learn more how the most innovative companies are using our Nutrition AI SDK to transform their applications and products.

Nutrition AI

Elevance Health

Passio has been privileged to partner with Elevance Health / Anthem to bring the power of Nutrition-AI into healthcare. Together we are pursuing a daunting task to make nutrition a part of a patient's health record and to give providers a new level of visibility into the health journeys of the people they serve. 

Nutrition AI

MyFitnessPal

MFP Meal Scan is a new game-changing AI technology that acts just like your eyes, and makes food logging much easier! Dazzle your friends by capturing your meals without needing to type a single word.