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Giskard · freemium

Giskard

model-eval

What it does

Open-source testing framework for ML and LLM applications. Generates test suites that probe for performance, robustness, hallucination, bias, and prompt injection; supports a hub for collaboration and result tracking.

What it doesn't do

The auto-generated tests can be a starting point but typically need human curation for domain-specific assessments. Some of the deeper enterprise features (hub, collaboration) are paid.

Best for

  • ML engineering teams adding LLM/agentic testing to existing ML test discipline
  • First-pass risk assessment of a new LLM application

Not for

  • Replacing a dedicated AI red team — augments, does not substitute

Pricing

Free OSS; paid for the hosted hub.

Integration effort

medium

Team skill required

Python; existing ML testing experience helpful.

Vendor / project page →

Last reviewed: 2026-05-01