kitio.aiRagie vs Mixedbread
A side-by-side look at pricing plans, free tiers, features, pros and cons, updated for 2026. Mixedbread has the lower starting price: about $20 a month, against $100 for Ragie.
At a glance
Best for
Category
Pricing model
Starting price
Free plan
Made by
Based in
Rating
Key features
- Managed indexing and retrieval
- Document parsing
- Entity extraction
- MCP server
- Multimodal support
- Data connectors
- Multimodal file indexing
- Semantic and agentic search
- Reranking
- Cited evidence results
- MCP and CLI access
- Python and TypeScript SDKs
| Feature | Ragie | Mixedbread |
|---|---|---|
| Best for | Managed RAG service giving AI apps retrieval, parsing and context | Managed multimodal search that gives AI agents evidence from your data |
| Category | Models & APIs | Models & APIs |
| Pricing model | Freemium | Freemium |
| Starting price | $100/mo | $20/mo |
| Free plan | Yes | Yes |
| Made by | Ragie | Mixedbread |
| Based in | – | Germany |
| Rating | No ratings yet | No ratings yet |
| Key features |
|
|
Pricing compared
Mixedbread has the lower starting price: about $20 a month, against $100 for Ragie.
Free plan
Cheapest paid plan
Top plan
Free trial
3 plans
Starter
$100/mo
- Up to 1,000 retrievals
- Fast page ingest $0.02 per page
- All advanced features
Pro
$500/mo
- Unlimited retrievals
- Production-ready for startups
- All advanced features
Enterprise
Custom pricing
- Dedicated SLAs
- Custom volumes
3 plans
Starter
Free
- $5 one-time credits
- 3 workspace users
- 3 stores
Scale
$20/mo
- $20 of usage credits included
- Unlimited users
- 10,000 stores
- Automatic backups
Enterprise
Contact sales
- Bring your own bucket or cloud
- Volume discounts
- Dedicated support team
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
Ragie
- Handles the whole retrieval pipeline
- Parses tables, forms and charts
- Advanced features on every plan
- Starts at $100 per month beyond the free tier
- Extra pages, media and connectors billed on top
- Homepage mentions a recent acquisition, so roadmap may change
Mixedbread
- Handles video, audio and images, not just text
- Fast search latency in production
- Same usage rates on every plan
- Usage costs need estimating upfront
- Free tier is a one-time $5 credit
- Bring-your-own-cloud only on Enterprise
Which one should you choose?
Choose Ragie if you want:
- Handles the whole retrieval pipeline
- Parses tables, forms and charts
- Advanced features on every plan
Watch out: starts at $100 per month beyond the free tier.
Choose Mixedbread if you want:
- Handles video, audio and images, not just text
- Fast search latency in production
- Same usage rates on every plan
Watch out: usage costs need estimating upfront.
Ragie vs Mixedbread FAQ
What is the difference between Ragie and Mixedbread?
Ragie: Managed RAG service giving AI apps retrieval, parsing and context. Mixedbread: Managed multimodal search that gives AI agents evidence from your data. Both are models & apis tools.
Is Ragie or Mixedbread cheaper?
Mixedbread has the lower starting price: about $20 a month, against $100 for Ragie.
Do Ragie and Mixedbread have free plans?
Ragie: Yes. Mixedbread: Yes.
Who makes Ragie?
Ragie is made by Ragie.
Who makes Mixedbread?
Mixedbread is made by Mixedbread, based in Germany.
Which should I choose, Ragie or Mixedbread?
Choose Ragie if you value handles the whole retrieval pipeline and parses tables, forms and charts. Choose Mixedbread if you value handles video, audio and images, not just text and fast search latency in production.