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AI Assurance Blog by Synoptix

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

Dan Allen

July 8, 2026

When AI becomes cultural habit rather than a tool

The operational adaptations described in the previous post rarely remain temporary. Over time, they harden into culture. Culture itself does not...
Author: Dan Allen
June 29, 2026

When AI fails in practice: The operational reality leaders need to address

In the previous article, we introduce how AI-enabled systems go through a use misuse, disuse and abuse cycle. This post examines how AI-enabled...
Author: Dan Allen
June 24, 2026

Use, misuse, abuse and disuse: Why human intent breaks AI assurance models

This article is part of a series exploring why AI assurance fails in practice; not because models break, but because human intent, culture and...
Author: Dan Allen
June 17, 2026

Why management systems fall short for high-stakes AI governance

AI Assurance needs more than a management system.
Author: Dan Allen
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
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