kitio.aiLumin vs Calorie Mama Food AI
A side-by-side look at pricing plans, free tiers, features, pros and cons, updated for 2026. Lumin starts at $9/mo and Calorie Mama Food AI 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
- AI agreement generator
- AI agreement editor
- PDF editing
- E-signatures
- Fillable PDFs
- eSign API
- Dish recognition from photos
- Calories and macros per serving
- Confidence scores
- Consistent JSON responses
- Developer portal and keys
| Feature | Lumin | Calorie Mama Food AI |
|---|---|---|
| Best for | PDF editing, e-signing and AI agreement drafting in one workspace | Food recognition API that returns nutrition facts from meal photos |
| Category | Legal, finance & HR | Legal, finance & HR |
| Pricing model | Freemium | Freemium |
| Starting price | $9/mo | See pricing page |
| Free plan | Yes | Yes |
| Made by | Lumin | Azumio |
| Based in | – | United States |
| Rating | No ratings yet | No ratings yet |
| Key features |
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Pricing compared
Lumin starts at $9/mo and Calorie Mama Food AI starts at See pricing page. Check both pricing pages for current plans.
Free plan
Cheapest paid plan
Top plan
Free trial
5 plans
Free
Free
- Basic PDF editing
- Basic e-signatures
- Annotate up to 3 docs
Starter
$9/mo
- Student plan
- 10 docs per month
- Google integration
Pro
$19/mo
- Per team
- 200 docs per month
- Advanced PDF editing
- 5 agreements per month
Business
$99/mo
- Member access control
- Domain control
- Slack and Drive connectors
- Priority support
Enterprise
Contact sales
- Enterprise SSO
- Storage options
- Premium onboarding
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
Lumin
- Drafting, editing and signing in one place
- Free plan covers basic PDF work
- Covers many common contract types
- Free plan allows only 3 documents a month
- Pro limits agreements to 5 per month
- Pro pricing is per team, with caps on documents
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
Which one should you choose?
Choose Lumin if you want:
- Drafting, editing and signing in one place
- Free plan covers basic PDF work
- Covers many common contract types
Watch out: free plan allows only 3 documents a month.
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.
Lumin vs Calorie Mama Food AI FAQ
What is the difference between Lumin and Calorie Mama Food AI?
Lumin: PDF editing, e-signing and AI agreement drafting in one workspace. Calorie Mama Food AI: Food recognition API that returns nutrition facts from meal photos. Both are legal, finance & hr tools.
Is Lumin or Calorie Mama Food AI cheaper?
Lumin starts at $9/mo and Calorie Mama Food AI starts at See pricing page. Check both pricing pages for current plans.
Do Lumin and Calorie Mama Food AI have free plans?
Lumin: Yes. Calorie Mama Food AI: Yes.
Who makes Lumin?
Lumin is made by Lumin.
Who makes Calorie Mama Food AI?
Calorie Mama Food AI is made by Azumio, based in United States.
Which should I choose, Lumin or Calorie Mama Food AI?
Choose Lumin if you value drafting, editing and signing in one place and free plan covers basic pdf work. Choose Calorie Mama Food AI if you value fast responses for each meal and deterministic, database-backed results.