Best ai model evaluation frameworks tools in 2025

Gentrace

Automated evaluations for generative AI models.

BenchLLM

Evaluate AI applications with comprehensive testing tools.

Megatron LM

Advanced framework for training large transformer models efficiently.

COG

Streamlined deployment of machine learning models across environments.

BraintrustData

Evaluate and refine AI models with iterative workflows.

DocuWriter.ai

Automated code documentation generator for developers.

MLFlow

Manage and track the entire machine learning lifecycle efficiently.