Key features
Core capabilities each platform advertises.
- Agent tracing with a readable transcript view
- Signals for automatic failure detection and clustering
- Evals and datasets built from production traces
- Full SQL access through the editor, CLI, and MCP
- Hallucination detection
- Tool-call failure monitoring
- Prompt injection detection
- User frustration signals
- Actionable trace analysis