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AI Assurance Blog by Synoptix
Scroll through our latest articles and thought leadership pieces around AI assurance.
Category:
Ai Assurance
AI Assurance
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
AI Assurance
July 27, 2026
Stress conditions: Where AI’s real risks finally appear
Intent shapes use. Use shapes culture. Stress is where both are exposed. What appears as failure under stress is often the delayed consequence of...
Author:
Dan Allen
AI Assurance
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
AI Assurance
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
AI Assurance
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
AI Assurance
June 17, 2026
Why management systems fall short for high-stakes AI governance
AI Assurance needs more than a management system.
Author:
Dan Allen
AI Assurance
June 12, 2026
When human oversight isn’t enough: Governing AI in the real world
Human-in-the-loop AI sounds reassuring. It suggests that automation is not being left alone, that professional judgement remains in control, and that...
Author:
Charles Choyce
AI Assurance
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
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
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Designing AI for justified trust: A framework for assurance...
Stress conditions: Where AI’s real risks finally appear
When AI becomes cultural habit rather than a tool
When AI fails in practice: The operational reality leaders...
Use, misuse, abuse and disuse: Why human intent breaks AI...
Accuracy is not assurance: Why AI test and evaluation is...
When human oversight isn’t enough: Governing AI in the real...
Assurance: Why defence risks turning it into governance...
AI assurance is looking in the wrong place
Designing AI for justified trust: A framework for assurance...
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