Key features
Core capabilities each platform advertises.
- Model distillation
- Proprietary-to-small model conversion
- Cost reduction
- Portable intelligence
Data not available
Updated March 27, 2026
Distills proprietary large models into smaller, deployable models — making proprietary intelligence portable and cost-effective.
Databricks builds DBRX, an open-source mixture-of-experts LLM, and operates the Mosaic AI platform.
Core capabilities each platform advertises.
What each tool does well, and the limitations to keep in mind.
Pros
Cons
Pros
Cons
Choose Cascade if you wantChoose if you want
Choose Databricks (DBRX) if you wantChoose if you want
Respan lets you trace LLM and agent calls across any model or framework, A/B test prompts on production traffic, and route requests across 500+ models through one gateway.
Try Respan free