| Overview |
Scalable AI compute platform built on Ray for deploying and fine-tuning large language models in production. |
An API platform for adding enterprise features like SSO, directory sync, and audit logs to applications. |
| Pricing |
Pay-per-use ($$-$$$$) |
Freemium (Free-$25/connection/month) |
| Key Features |
- Ray-based
- Auto-scaling
- Fine-tuning
- Managed endpoints
- Multi-model
- GPU clusters
|
- Single Sign-On
- Directory sync
- Admin portal
- Audit logs
- MFA
- User management
- Organizations
- Fine-grained authorization
|
| Pros |
- Built on Ray
- Excellent scaling
- Production-grade
- Fine-tuning support
|
- Easy SSO implementation
- Enterprise-ready
- Good documentation
- AuthKit UI
|
| Cons |
- Complex setup
- Higher learning curve
- Enterprise-focused pricing
|
- Per-connection pricing
- Enterprise-focused
- Limited for consumer apps
- Newer platform
|
