kitio.aiSift vs Passio
A side-by-side look at pricing plans, free tiers, features, pros and cons, updated for 2026. Sift 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
- Real-time risk scoring
- Payment fraud protection
- Account takeover defense
- Fake account detection
- Automated decision workflows
- AI agents for fraud teams
- Photo food logging
- Voice logging
- Barcode scanning
- Nutrition database
- Meal plan generation
| Feature | Sift | Passio |
|---|---|---|
| Best for | Machine-learning fraud prevention for payments and user accounts | Nutrition-AI SDK and API for food logging in health apps |
| Category | Legal, finance & HR | Legal, finance & HR |
| Pricing model | Paid | Paid |
| Starting price | See pricing page | See pricing page |
| Free plan | No | No |
| Made by | Sift | Passio |
| Based in | United States | – |
| Rating | No ratings yet | No ratings yet |
| Key features |
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Pricing compared
Sift 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
Sift
- Covers payments, logins and sign-ups
- Network data from many businesses
- Documented score API
- Expert services available
- No public pricing
- Demo required before buying
- Needs engineering work to send events
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 Sift if you want:
- Covers payments, logins and sign-ups
- Network data from many businesses
- Documented score API
Watch out: no public pricing.
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.
Sift vs Passio FAQ
What is the difference between Sift and Passio?
Sift: Machine-learning fraud prevention for payments and user accounts. Passio: Nutrition-AI SDK and API for food logging in health apps. Both are legal, finance & hr tools.
Is Sift or Passio cheaper?
Sift starts at See pricing page and Passio starts at See pricing page. Check both pricing pages for current plans.
Do Sift and Passio have free plans?
Sift: No. Passio: No.
Who makes Sift?
Sift is made by Sift, based in United States.
Who makes Passio?
Passio is made by Passio.
Which should I choose, Sift or Passio?
Choose Sift if you value covers payments, logins and sign-ups and network data from many businesses. Choose Passio if you value handles photo, voice and barcode input and built for healthcare platforms.