Arize AI

Arize AI is one of the most mature ML observability platforms and has expanded into LLM observability as generative AI moved into production. The enterprise platform, Arize AX, ingests traces and embeddings from production AI systems, detects drift and quality regressions, surfaces problematic prompts/responses, and runs LLM-as-judge evaluations on production traffic.