Every conclusion should be traceable to evidence.

Source data

Official and licensed provider records are identified by source and freshness where contracts permit.

Derived intelligence

Patterns such as recurring MOT defect categories are calculations built from source records and are explained.

Estimates

Valuation, likely costs and risk indicators are labelled as estimates, not facts or mechanical diagnoses.

Identity

Inconsistencies are reasons to investigate. A photograph or automated assessment alone does not establish theft, cloning or fraud.