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AI Assurance Blog by Synoptix

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

AI Assurance
June 4, 2026

Accuracy is not assurance: Why AI test and evaluation is only the starting point

Test and evaluation is essential before deploying any trained AI system. It gives developers, buyers, and users evidence of how a model performs...
Author: Charles Choyce
AI Assurance
June 1, 2026

Assurance: Why defence risks turning it into governance theatre

Why AI impact assessments validate delivery instead of shaping design AI impact assessments are intended to influence decisions. In practice, they...
Author: Dan Allen
AI Assurance
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
AI Assurance
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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Accuracy is not assurance: Why AI test and evaluation is...
Assurance: Why defence risks turning it into governance...
Accountability is a design property: Assurance and...
Why AI assurance will continue to fail unless we start to...
Accuracy is not assurance: Why AI test and evaluation is...
Assurance: Why defence risks turning it into governance...
Why AI assurance will continue to fail unless we start to...
Accountability is a design property: Assurance and...

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