| Overview |
Scalable AI compute platform built on Ray for deploying and fine-tuning large language models in production. |
A notifications infrastructure platform for building in-app, email, SMS, and push notification workflows with a single API. |
| Pricing |
Pay-per-use ($$-$$$$) |
Freemium (Free-$250/month) |
| Key Features |
- Ray-based
- Auto-scaling
- Fine-tuning
- Managed endpoints
- Multi-model
- GPU clusters
|
- Multi-channel notifications
- Preference management
- In-app feed
- Workflow builder
- Batching
- Throttling
- Analytics
- Templates
|
| Pros |
- Built on Ray
- Excellent scaling
- Production-grade
- Fine-tuning support
|
- Multi-channel support
- Good developer experience
- Preference management
- Easy integration
|
| Cons |
- Complex setup
- Higher learning curve
- Enterprise-focused pricing
|
- Newer platform
- Can be expensive
- Limited template editor
- Smaller community
|
