Most AI observability problems aren’t instrumentation problems. The OpenTelemetry GenAI SIG has done substantial work, with semantic conventions now covering 14 LLM providers, 7 vector databases, and 8 major frameworks. The post lays out how to build a single AI telemetry architecture that serves five teams without duplicate collection.