| Overview |
Scalable AI compute platform built on Ray for deploying and fine-tuning large language models in production. |
A hosted API platform for adding real-time bidirectional functionality to web and mobile apps with channels and events. |
| Pricing |
Pay-per-use ($$-$$$$) |
Freemium (Free-$299/month) |
| Key Features |
- Ray-based
- Auto-scaling
- Fine-tuning
- Managed endpoints
- Multi-model
- GPU clusters
|
- Real-time channels
- Presence channels
- Webhooks
- Client events
- REST API
- Debug console
- Beams push
- Multi-platform SDKs
|
| Pros |
- Built on Ray
- Excellent scaling
- Production-grade
- Fine-tuning support
|
- Easy to implement
- Reliable infrastructure
- Good free tier
- Multi-platform
|
| Cons |
- Complex setup
- Higher learning curve
- Enterprise-focused pricing
|
- Can be expensive at scale
- Connection limits
- Limited free tier
- Feature development slowed
|
