| Overview |
Scalable AI compute platform built on Ray for deploying and fine-tuning large language models in production. |
A product experience platform combining product analytics, in-app guides, feedback, and roadmapping for data-driven product decisions. |
| Pricing |
Pay-per-use ($$-$$$$) |
Freemium (Free-custom pricing) |
| Key Features |
- Ray-based
- Auto-scaling
- Fine-tuning
- Managed endpoints
- Multi-model
- GPU clusters
|
- Product analytics
- In-app guides
- NPS and polls
- Roadmapping
- Session replay
- Retroactive analytics
- Segmentation
- Feedback
|
| Pros |
- Built on Ray
- Excellent scaling
- Production-grade
- Fine-tuning support
|
- Retroactive analytics
- Comprehensive platform
- Good guides
- Free plan available
|
| Cons |
- Complex setup
- Higher learning curve
- Enterprise-focused pricing
|
- Expensive
- Complex setup
- Data volume pricing
- Steep learning curve
|