1. Evidently AITop pick
Best for: ML and data teams who want code-first LLM evals and model drift monitoring on their own infrastructure
Open sourceSelf-hostableSelf-hosted, Web
57.5
score / 100
Why switch from Galileo
Open-source library and platform for LLM evals and monitoring, for teams that want to self-host their evaluation stack.
Pros
- Apache 2.0 licensed, with no paid tier needed for the core features
- Covers both classic ML drift monitoring and LLM and agent evaluation
- Over 100 built-in metrics, plus custom checks and LLM-as-judge
- Evaluations run as tests, so they slot into CI pipelines
Cons
- Code-first Python library, so non-engineers will struggle to set up checks
- You run and maintain the self-hosted platform yourself
- Lighter on prompt management and production tracing than LLM-first tools
How this score is calculated
Editorial fit ×0.363
Reviews ×0.363
Clicks (90 days) ×0.150
Freshness ×0.15100
Votes ×0.150
0 counted reviews, 0 up and 0 down votes. Full formula