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TL;DR API endpoints are specific URLs where applications access AI services and functionality. Testing AI endpoints requires validating HTTP methods, response formats, status codes, and quality metrics across diverse scenarios. Unlike traditional endpoints that return deterministic outputs, AI endpoints generate probabilistic responses requiring specialized testing approaches. Maxim enables endpoint-level

TL;DR: Modern AI development demands continuous quality validation through automated evaluations in CI/CD pipelines. Maxim AI leads with comprehensive GitHub Actions integration, end-to-end simulation capabilities, and flexible evaluation frameworks spanning experimentation, testing, and production monitoring. Braintrust offers dedicated experiment tracking with cross-language SDKs. Promptfoo provides open-source security-focused evaluation.