Insights

Practical writing on sovereign AI, Arabic language quality and AI assurance — from the team that does this work every week.

8 July 20264 min read

Preparing an AI system for audit: the evidence you need before they ask

Regulators in the UAE and Saudi Arabia increasingly ask how AI systems decide. The seven artefacts that answer an audit calmly — and how to collect them as a by-product of normal operation.

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24 June 20263 min read

How to evaluate Arabic quality in an AI system before you buy it

English demos hide Arabic failures. A practical evaluation method for Gulf organisations: what to test, which text types break systems, and how to score results a committee can trust.

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10 June 20264 min read

Sovereign AI in the Gulf: what actually keeps your data in-country

Data residency for AI is an architecture, not a checkbox. What genuinely keeps prompts, documents and telemetry inside the UAE or Saudi Arabia — and the five leaks most deployments miss.

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