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Passio

AI turns a meal photo, voice note, or barcode scan into structured nutrition data – a 3.5M+ food database built for healthcare and digital-health apps to integrate.

3.6 Healthcare AI
3.6 Good 3.6
Multiple input methods (photo, voice, barcode) fit how different users actually log food A B2B infrastructure product, not something individuals use directly
Reviewed by Challenging Voice Editorial · Updated Aug 2026 How we rate
PricingContact for Pricing
Free planNo
CompanyPassio, Inc.
PlatformsWeb
CategoryHealthcare AI
Last reviewedAug 2026
Ask AI about Passio ChatGPT Claude Perplexity

Overview

Passio provides AI-powered nutrition intelligence infrastructure for healthcare and digital health applications: image-based meal detection identifies food from a photo, voice input transcribes and structures spoken meal descriptions, semantic search finds foods intelligently rather than requiring exact-match text, and the underlying AI transforms all of that unstructured input into structured, analyzable nutrition data.

Turning unstructured input – a photo, a spoken description, a barcode scan – into consistent structured data is the genuinely hard technical problem here, and it’s what makes Passio infrastructure rather than a single consumer app: any digital health product wanting to add meal logging needs that structuring layer regardless of how the user actually enters food (and different users prefer different input methods), so building it once as integratable infrastructure serves many downstream products rather than one specific app.

Passio’s database covers 3.5 million-plus structured foods with macro and micronutrient data, multi-language support, and enterprise infrastructure with 99.8% uptime plus healthcare-grade security and compliance. This is a B2B API/SDK product for companies building health apps, not a consumer-facing product itself. Pricing isn’t shown on the homepage – visit the dedicated pricing page.

Key features

  • Image-based meal detection from photos
  • AI-driven voice-to-text meal logging
  • Semantic food search beyond exact-match text
  • 3.5M+ structured food database with macro/micronutrient data
  • Healthcare-grade security, 99.8% uptime infrastructure

Screenshots & demo

Demo video

Screenshots

Passio screenshot 1

Pricing

Passio uses custom pricing. Contact their team for a quote based on your needs.

  • Pricing modelContact for Pricing
  • Starting priceCustom
  • Free planNo
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Pricing is provided as a guide. Check the official site for the latest plans.

Pros & cons

Pros

  • Multiple input methods (photo, voice, barcode) fit how different users actually log food
  • Structured data output is directly usable by downstream health applications
  • Healthcare-grade compliance supports serious digital-health integrations

Cons

  • A B2B infrastructure product, not something individuals use directly
  • Pricing isn't shown on the homepage
  • Integration requires real development work on the customer's end

How it compares

ToolRatingFreeFromBest known for
Passio (this tool)3.6No—Image-based meal detection from photos
MyFitnessPal3.8YesFreeMeal Scan – AI photo recognition for automatic food logging
Azumio3.7No—Deep-learning Food Recognition AI (Calorie Mama AI)
Lila4.0YesFreeTracking across 20+ perimenopause symptoms

Alternatives to Passio

4 tools matched to Passio on what they do, their category and their price.

Azumio

3.7

Deep-learning Food Recognition AI (Calorie Mama) plus an AI-trained Instant Diabetes Test – 100M+ downloads across a suite of consumer health apps.

Contact for Pricing Healthcare AI

Luminai

4.2

Operational AI agent platform that automates administrative workflows buried in fax, PDF, and chart-note data across health systems.

Contact for Pricing Healthcare AI

Frequently asked questions

What is Passio?
Passio is a healthcare ai tool. AI turns a meal photo, voice note, or barcode scan into structured nutrition data – a 3.5M+ food database built for healthcare and digital-health apps to integrate.
Is Passio free?
Passio does not offer a free plan.
What are the best Passio alternatives?
The closest matches in the directory are MyFitnessPal, Azumio, and Lila, compared side by side above.

Reviews

3.6 Editorial rating No reviews yet

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