# Observability for AI Apps: Moving Beyond Traditional APM

Canonical: https://leftlane.io/news/observability-for-ai-apps-beyond-traditional-apm
Category: AI
Published: 2026-08-31
Author: Leftlane.io

> Traditional APM tools fall short for AI-powered applications. Learn why observability for AI apps requires a new approach and what you should be tracking.

### Observability for AI Apps: Why Your Old APM Tools Won

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