Evals

Top 5 AI Evaluation Platforms in 2026: Comprehensive Comparison for Production AI Systems

Top 5 AI Evaluation Platforms in 2026: Comprehensive Comparison for Production AI Systems

AI agents are now powering business-critical workflows at scale. As these systems become mission-critical, evaluation has shifted from "nice-to-have" to essential infrastructure. The 2026 landscape offers sophisticated platforms that go beyond basic benchmarking—providing simulation, observability, and evaluation capabilities that enable teams to ship reliable AI applications faster.
Kuldeep Paul
Top 5 AI Evaluation Tools for Running AI Evals in Your CI/CD Pipeline in 2025

Top 5 AI Evaluation Tools for Running AI Evals in Your CI/CD Pipeline in 2025

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.
Kamya Shah