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AI Assurance Blog by Synoptix

Scroll through our latest articles and thought leadership pieces around AI assurance.

Callum Cockburn

July 30, 2026

Designing AI for justified trust: A framework for assurance in high-stakes systems

We developed the AI Assurance by Design Framework from our experience of complex engineering programmes and high-stakes AI systems.
Author: Callum Cockburn
June 8, 2026

AI assurance is looking in the wrong place

The easiest way to make AI assurance look rigorous is to focus on the model.
Author: Callum Cockburn
May 1, 2026

Accountability is a design property: Assurance and liability in high-stakes AI

Policy debates about AI often start where the damage ends: with liability after harm. Liability matters, but it is not enough on its own. When AI...
Author: Callum Cockburn
March 31, 2026

Why AI assurance will continue to fail unless we start to think holistically

AI Assurance can significantly benefit enterprises and society by helping to unlock AI's potential. However, current approaches often lack a holistic...
Author: Sam Farrow
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