| Overview |
Scalable AI compute platform built on Ray for deploying and fine-tuning large language models in production. |
A flexible authentication and authorization platform for building secure login experiences with social, passwordless, and MFA support. |
| Pricing |
Pay-per-use ($$-$$$$) |
Freemium (Free-$23/1K MAU) |
| Key Features |
- Ray-based
- Auto-scaling
- Fine-tuning
- Managed endpoints
- Multi-model
- GPU clusters
|
- Universal Login
- Social connections
- MFA
- Passwordless
- SSO
- RBAC
- Breached password detection
- Extensibility
|
| Pros |
- Built on Ray
- Excellent scaling
- Production-grade
- Fine-tuning support
|
- Comprehensive auth solution
- Many social providers
- Good documentation
- Flexible rules
|
| Cons |
- Complex setup
- Higher learning curve
- Enterprise-focused pricing
|
- Expensive at scale
- Complex pricing
- Can be overkill
- Okta acquisition concerns
|