OBD and technical findings
Check the AI’s factual claims against the vehicle and authorised readings. Distinguish an observed defect, a recorded code and a proposed cause, while documenting the inspection limits.
Automotive · field verificationYour AI automotive result,
Your AI automotive result,
checked against the vehicle.
OBD interpretation, part reference or telemetry analysis: a qualified expert compares the AI result with the vehicle, component or actual measurements.
Examples of factual results to check.
These examples describe possible audit scopes, not findings from completed missions.
Catalogues, components and sales
Compare an AI reference, compatibility claim or characteristic with the real component, its identification and the available documents. Correct mismatches and missing exclusions.
Motorsport and telemetry
Check factual AI analysis against recorded data and the vehicle in the agreed conditions. Measurements, estimates and advice remain clearly distinguished.
One result, a documented reference.
The field benchmark compares the original AI output with the real object or site. The report records factual accuracy, completeness, error severity, evidence traceability and regulatory alignment within the examined scope.
A Hu-score from 1/4 to 4/4 is awarded only when the evidence is sufficient. Corrections and counter-verification remain distinct from the initial score. A public QR record identifies the agreed report information; supporting documents remain private.
Jean-David Jaïs’s profile presents his stated experience. Required qualifications, independence and inspection limits are confirmed for each mission.
How does the mission begin?
Documentary preparation establishes the records and access needed; it does not award a field Hu-score. The field audit includes this preparation and checking on site or against the real object. A corrected result can be counter-verified under a separate quote.
The audit concerns the checked output and its declared use. It is not a general certification of the product or a substitute for mandatory specialist inspections.
What has your AI reported?
Describe the output, the site or object, and the intended use. A sample PDF report is available on request.