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TLDR Braintrust focuses on evaluation infrastructure for AI applications, but teams building production multi-agent systems increasingly require platforms covering the full development lifecycle. Maxim AI provides end-to-end tooling spanning experimentation, agent simulation, evaluation, and production observability, with cross-functional workflows enabling both engineering and product teams to work independently. This guide

Introduction As AI agents transition from experimental prototypes to production-critical systems, teams need comprehensive platforms that support the entire AI lifecycle. While evaluation is essential, building reliable agents requires simulation capabilities, detailed tracing, and seamless collaboration between engineering and product teams. Braintrust has established itself as a platform for evaluation