kitio.aiCalorie Mama Food AI vs Passio
A side-by-side look at pricing plans, free tiers, features, pros and cons, updated for 2026. Calorie Mama Food AI starts at See pricing page and Passio starts at See pricing page. Check both pricing pages for current plans.
At a glance
Best for
Pricing model
Starting price
Free plan
Made by
Based in
Rating
Key features
- Dish recognition from photos
- Calories and macros per serving
- Confidence scores
- Consistent JSON responses
- Developer portal and keys
- Photo food logging
- Voice logging
- Barcode scanning
- Nutrition database
- Meal plan generation
| Feature | Calorie Mama Food AI | Passio |
|---|---|---|
| Best for | Food recognition API that returns nutrition facts from meal photos | Nutrition-AI SDK and API for food logging in health apps |
| Category | Legal, finance & HR | Legal, finance & HR |
| Pricing model | Freemium | Paid |
| Starting price | See pricing page | See pricing page |
| Free plan | Yes | No |
| Made by | Azumio | Passio |
| Based in | United States | – |
| Rating | No ratings yet | No ratings yet |
| Key features |
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Pricing compared
Calorie Mama Food AI starts at See pricing page and Passio starts at See pricing page. Check both pricing pages for current plans.
Free plan
Cheapest paid plan
Top plan
Free trial
Prices in USD, checked Oct 29, 2026 or later. Plans change often, so confirm on each tool's site before you buy.
Pros and cons
Calorie Mama Food AI
- Fast responses for each meal
- Deterministic, database-backed results
- Cheaper per call than a large model
- Can misjudge mixed or unusual dishes
- Photos may be retained for training
- API plan prices not on the homepage
Passio
- Handles photo, voice and barcode input
- Built for healthcare platforms
- Includes a meal planner product
- Developer-focused, not a consumer tracker
- SDK pricing is not listed on the homepage
- Token-based usage to learn
Which one should you choose?
Choose Calorie Mama Food AI if you want:
- Fast responses for each meal
- Deterministic, database-backed results
- Cheaper per call than a large model
Watch out: can misjudge mixed or unusual dishes.
Choose Passio if you want:
- Handles photo, voice and barcode input
- Built for healthcare platforms
- Includes a meal planner product
Watch out: developer-focused, not a consumer tracker.
Calorie Mama Food AI vs Passio FAQ
What is the difference between Calorie Mama Food AI and Passio?
Calorie Mama Food AI: Food recognition API that returns nutrition facts from meal photos. Passio: Nutrition-AI SDK and API for food logging in health apps. Both are legal, finance & hr tools.
Is Calorie Mama Food AI or Passio cheaper?
Calorie Mama Food AI starts at See pricing page and Passio starts at See pricing page. Check both pricing pages for current plans.
Do Calorie Mama Food AI and Passio have free plans?
Calorie Mama Food AI: Yes. Passio: No.
Who makes Calorie Mama Food AI?
Calorie Mama Food AI is made by Azumio, based in United States.
Who makes Passio?
Passio is made by Passio.
Which should I choose, Calorie Mama Food AI or Passio?
Choose Calorie Mama Food AI if you value fast responses for each meal and deterministic, database-backed results. Choose Passio if you value handles photo, voice and barcode input and built for healthcare platforms.