Distributed Llm Call Tracing With Automatic Instrumentation

via “observability and instrumentation with event-based tracing”

Data framework for LLM applications — advanced RAG, indexing, and data connectors.

Unique: Event-based instrumentation framework that emits structured events at every pipeline step with automatic integration into observability platforms. The framework provides end-to-end tracing without requiring application-level instrumentation code.

vs others: More comprehensive than manual logging because it captures events automatically across the entire pipeline; more integrated than generic observability SDKs because it understands LLM-specific metrics (tokens, cost, latency).