Open-Source and Frameworks

Giskard

Open-source LLM testing framework with hosted hub.

About Giskard

Giskard offers an open-source library for ML and LLM testing plus a hosted hub for collaborative evaluation. Strong on bias, fairness, and robustness testing. EU-headquartered, popular in regulated European deployments.

Notable open-source projects and reference frameworks used by enterprises and consultancies to harden AI deployments.

Products

Giskard products and platform components

Direct links to the vendor's product pages. Last reviewed 2026-05-07.

Giskard Open Source

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Open-source ML/LLM testing library. Apache 2.0.

Giskard Hub

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Hosted collaborative testing for AI teams.

CWS engagement

How CWS works with Giskard

CWS helps customers evaluate, deploy, and operate Giskard products as part of an AI security program. Engagements span vendor selection, proof-of-concept design, integration with existing controls, day-2 operations, and exit planning if the fit changes over time.

CWS does not resell Giskard. The recommendation is honest, evidence-based, and tied to the customer's posture gaps — not to channel economics.

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