AI Observability and Monitoring

TraceLLM provides deep tracing for AI apps, capturing tool calls and grounding context to catch silent failures. AI Search Console tracks brand mentions in AI search results. GPT 5.6 experiment highlights agent misalignment risks. Okta-Permiso acquisition signals growing importance of AI agent identity security. Observability and security are becoming critical for production AI.