Arize Phoenix
OpenTelemetry-native LLM observability and evaluation.
Phoenix is OpenTelemetry-native, which is a real differentiator for teams already invested in OTel.
Strengths. OTel-native, integrates with existing infra.
Weaknesses. UI is dense.
Use it when you already run OTel and want to keep agent traces in the same pipeline.