Blog
Insights on LLM observability, AI agent debugging, and cost optimization.
How to Add LLM Observability to Your Python App in 15 Minutes
Step-by-step tutorial: instrument OpenAI, Anthropic, and Google Gemini APIs with AmberTrace. Zero code changes to your existing LLM calls. Works with Python 3.8+.
·llm-observability, python, tutorial
Why We Built AmberTrace: OpenTelemetry-Native LLM Observability for Production AI
We built AmberTrace after interviewing 30+ AI engineering teams and finding the same two problems everywhere: unexplained LLM costs and zero visibility into agent behavior in production.
·llm-observability, opentelemetry, ai-agent-tracing