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Turning the world’s first international AI testing standard into real, operational assurance.
In November 2025, international standards for quality and testing formally evolved to address Artificial Intelligence systems. For the first time, organisations have a globally agreed framework that recognises AI behaves fundamentally differently from traditional software.
COEQ translates these standards into practical, human-led assurance models that organisations can apply immediately — without slowing innovation.
The updated international standards introduce explicit guidance for testing AI systems, moving beyond deterministic software validation to address probabilistic, adaptive, and data-driven behaviour.
COEQ uses risk as the primary driver for AI testing decisions — focusing effort where failure would have the greatest business, regulatory, or customer impact. This ensures testing is targeted, defensible, and proportionate.
We implement AI-specific test levels that address data pipelines, model behaviour, prompt interactions, and real-world usage — extending beyond traditional unit, system, and UAT models.
COEQ embeds data quality testing into the lifecycle, validating completeness, accuracy, representativeness, bias, and lineage — recognising that poor data directly degrades model performance.
We validate AI models against defined intent and expected outcomes, not just accuracy metrics — including robustness, drift behaviour, explainability, and failure modes over time.
COEQ ensures test artefacts remain traceable and current across retraining, fine-tuning, prompt changes, and data updates — preserving auditability in continuously evolving systems.
The AI testing standards build on decades of established testing methodologies. COEQ integrates these foundations with AI-specific practices rather than replacing what already works.
COEQ’s implementation approach aligns AI testing and assurance with emerging regulatory expectations, including risk management, transparency, and governance requirements.
This supports compliance with broader AI governance frameworks such as the EU AI Act and ISO-aligned AI management systems, enabling organisations to demonstrate responsible AI use with confidence.
COEQ bridges the gap between international AI testing standards and real-world delivery. We bring human judgement, emotional intelligence, and deep testing expertise to help organisations apply AI standards in practice — not just on paper.
Talk to COEQ About AI Assurance