Maxim AI alternatives
12 evaluation tools in the same lane as Maxim AI, ranked by editorial score.
Braintrust
FeaturedEval, monitor, and improve AI products end-to-end.
LangSmith
LangChain's eval + observability platform.
Weights & Biases
The ML experiment tracker, now with LLM eval features.
Helicone
Open-source LLM observability — one-line proxy install.
Arize AI
Enterprise observability and evaluation platform for LLM agents and generative AI applications.
Giskard
Continuous AI red teaming platform that stress-tests LLM agents for vulnerabilities before they hit production.
Great Expectations
Open-source data quality framework for validating the datasets that feed your ML and analytics pipelines.
Humanloop
Prompt management + evals for collaborative AI teams.
LiveBench
Contamination-free LLM benchmark that refreshes its questions monthly to keep frontier models honest.
Athina AI
Collaborative LLM evaluation and observability platform for teams shipping AI features to production.
Berkeley Function-Calling Leaderboard
Open benchmark from UC Berkeley that ranks LLMs on real-world tool-use and function-calling accuracy.
HoneyHive
OpenTelemetry-native observability and evaluation platform for LLM agents in production.