kitio.aiGraphlit 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 $49 for Graphlit.
At a glance
Best for
Category
Pricing model
Starting price
Free plan
Made by
Based in
Rating
Key features
- Content ingestion
- Real-time source sync
- Vector and text search
- RAG conversations
- MCP server access
- Extraction workflows
- Multimodal file indexing
- Semantic and agentic search
- Reranking
- Cited evidence results
- MCP and CLI access
- Python and TypeScript SDKs
| Feature | Graphlit | Mixedbread |
|---|---|---|
| Best for | Context layer API that gives AI agents synced knowledge | Managed multimodal search that gives AI agents evidence from your data |
| Category | Models & APIs | Models & APIs |
| Pricing model | Freemium | Freemium |
| Starting price | $49/mo | $20/mo |
| Free plan | Yes | Yes |
| Made by | Graphlit | Mixedbread |
| Based in | – | Germany |
| Rating | No ratings yet | No ratings yet |
| Key features |
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Pricing compared
Mixedbread has the lower starting price: about $20 a month, against $49 for Graphlit.
Free plan
Cheapest paid plan
Top plan
Free trial
4 plans
Free
Free
- Limited free usage
- Content feeds and search
- Community Discord support
Hobby
$49/mo
- 10GB storage
- 10K content items
- MCP server access
- Plus $0.10 per credit
Starter
$199/mo
- 100GB storage
- 100K content items
- Private Slack support
- Plus $0.09 per credit
Growth
$999/mo
- Unlimited storage and items
- Dedicated technical contact
- Plus $0.08 per credit
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
Graphlit
- One API for many content types
- Free tier to start
- MCP access on paid plans
- Usage credits add to the monthly fee
- Free usage is limited
- Free tier has community support only
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 Graphlit if you want:
- One API for many content types
- Free tier to start
- MCP access on paid plans
Watch out: usage credits add to the monthly fee.
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.
Graphlit vs Mixedbread FAQ
What is the difference between Graphlit and Mixedbread?
Graphlit: Context layer API that gives AI agents synced knowledge. Mixedbread: Managed multimodal search that gives AI agents evidence from your data. Both are models & apis tools.
Is Graphlit or Mixedbread cheaper?
Mixedbread has the lower starting price: about $20 a month, against $49 for Graphlit.
Do Graphlit and Mixedbread have free plans?
Graphlit: Yes. Mixedbread: Yes.
Who makes Graphlit?
Graphlit is made by Graphlit.
Who makes Mixedbread?
Mixedbread is made by Mixedbread, based in Germany.
Which should I choose, Graphlit or Mixedbread?
Choose Graphlit if you value one api for many content types and free tier to start. Choose Mixedbread if you value handles video, audio and images, not just text and fast search latency in production.