Success stories / Department for Transport

AI-Powered Compliance at Scale

Department for Transport | Aviation Directorate

WR Logic introduced custom AI and machine-learning models to streamline compliance reviews. Predictive classification and automated quality assurance improved decision accuracy, reduced manual effort and increased processing efficiency by more than 90%.

The challenge

Improving a service people depend on

Growing volumes of evidence and regulatory data placed increasing pressure on specialist reviewers. The service needed to accelerate routine processing while keeping decisions explainable, governed and subject to expert oversight.

Our approach

Focused on delivery, trust and lasting internal capability.

Identify safe, valuable uses

We focused automation on repeatable classification and quality checks where AI could support—not replace—professional judgement.

Prepare trusted data

Information was structured, quality-tested and handled with controls appropriate to its compliance context.

Build for human oversight

Confidence indicators, review routes and exception handling kept specialists in control of consequential decisions.

Monitor real performance

Model behaviour and operational outcomes were reviewed so the service could improve while managing drift and risk.

The outcomes

Value made visible

90%+increase in processing efficiency
Fasterclassification and quality assurance
Human-ledgoverned compliance decisions

Capabilities used

Azure AIMachine learningPredictive classificationAutomated QAResponsible AI controls

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