Library / SDK
Observability & Evaluation
Giskard
1Test 2ML 3and 4LLM 5model 6quality
the six Ws · specification
W1
Who
Maintained by Giskard AI.
W2
What
A testing framework that scans ML and LLM systems for hallucination, bias, injection, and robustness issues.
W3
Where
A Python library run locally or in CI, with an optional hosted Hub.
W4
When
Reach for it when you want automated quality and safety scanning before shipping.
W5
Why
Automatically surfaces failure cases and generates test suites.
W6
With
Integrates with pandas, scikit-learn, LangChain, and major LLM providers.
W7
Watch
Maintained by Giskard AI; open-source (Apache-2.0) library, self-runnable. Scans run locally; the separate Hub is a paid product (open-core).
alternatives