Giskard
AI testing and evaluation platform for analyzing, validating, and monitoring machine learning models.
A compliance-grade, open-source AI testing and red-teaming tool; excellent free scanning for developers, with an enterprise Hub for continuous, governed use.
An AI-testing platform - open-source Python library plus an enterprise 'Hub' - for evaluating and red-teaming ML models and LLM agents to catch hallucinations, prompt injections, bias and other vulnerabilities.
Its niche is automated, dataset-level vulnerability detection: wrap your model, run a scan, and get a ranked report of adversarial failures (hallucinations, injections, data leakage) - notably with GDPR/SOC 2/HIPAA-grade positioning that rivals lack. The free OSS library is great for individuals/CI; continuous red-teaming, collaboration, SSO and compliance live in the paid, sales-quoted Hub.
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Alternatives
Galileo or Arize for broader managed eval/observability with monitoring.
promptfoo or DeepEval for lighter, per-case LLM evaluation.
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