| Overview |
Scalable AI compute platform built on Ray for deploying and fine-tuning large language models in production. |
General automation platform for scaling businesses with visual workflow builder and deep API integrations. |
| Pricing |
Pay-per-use ($$-$$$$) |
Subscription (Custom) |
| Key Features |
- Ray-based
- Auto-scaling
- Fine-tuning
- Managed endpoints
- Multi-model
- GPU clusters
|
- Visual builder
- Universal connector
- Branching logic
- Error handling
- API
- Templates
- Merlin AI
|
| Pros |
- Built on Ray
- Excellent scaling
- Production-grade
- Fine-tuning support
|
- Powerful automation
- Universal connector
- Good for complex workflows
- Enterprise
|
| Cons |
- Complex setup
- Higher learning curve
- Enterprise-focused pricing
|
- Expensive
- Enterprise focused
- Learning curve
|
