Analytics
Export aggregated analytics data including request counts, latency metrics, token usage, and cost tracking to OTel-compatible collectors.
Complete Logs
Export complete LLM request/response logs with full prompt and completion content following GenAI semantic conventions.
Comparison
| Feature | Analytics | Complete Logs |
|---|---|---|
| Data Type | Aggregated metrics | Full request/response logs |
| Includes Prompts | No | Yes |
| Includes Completions | No | Yes |
| Token Usage | Yes | Yes |
| Latency Metrics | Yes | Yes |
| GenAI Semantic Conventions | No | Yes |
| LangSmith Compatible | No | Yes |
| Status | Stable | Experimental |
Use Cases
Analytics
Best for:- Building dashboards in Datadog, Grafana, or similar tools
- Setting up alerts on error rates or latency
- Long-term storage of usage metrics
- Cost tracking and attribution
Complete Logs
Best for:- Debugging specific LLM interactions
- Quality analysis of prompt/completion pairs
- Integration with LangSmith or similar GenAI observability tools
- Compliance requirements needing full audit trails
Getting Started
Choose your export type
Determine whether you need aggregated metrics or complete logs based on your use case
Configure environment variables
Set the appropriate environment variables for your chosen export type
Both export types can be enabled simultaneously if you need both aggregated metrics and complete logs.