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TL;DR As AI agents move from prototypes to production, evaluation platforms have become essential infrastructure. This article covers the top 5 platforms for ensuring AI quality in 2026: Maxim AI for end-to-end simulation, evaluation, and observability; Arize AI for enterprise ML monitoring with LLM support; LangSmith for LangChain-native debugging;