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Automotive · Scope and volume to be determined during discovery

System for Checking Vehicle Damage Files for Missing Information

We design an AI system that reviews damage forms, photographs and incident documents with source and timestamp information. The system prepares a missing-field list and review summary, but does not carry out technical, safety or access decisions. If the case involves injury, a legal dispute or an unclear incident, the system does not finalise the result; a vehicle damage file specialist reviews the evidence.

Representative claims file checks panel with a work queue, checks and an audit trail: claims file missing information queue
Claims file missing information queue Representative interface — contains no real data. Personal, registration and organisation details are masked. The panel does not give legal opinions or decide liability.

The problem

In day-to-day operations, damage forms, photographs and incident documents arrive through different systems and incident records, preventing the team from viewing the case on a single timeline.

As a result, source links may be lost while the missing-field list and review summary are prepared, the case may be referred to the wrong team, and the basis for a technical decision may be unclear.

An incomplete workflow may overlook cases involving injury, a legal dispute or an unclear incident; poorly designed automation creates a risk of misdirecting the claimant.

What we set out to improve

  • Time taken for the draft missing-field list and review summary to be ready for specialist review
  • Correct referral of records involving injury, a legal dispute or an unclear incident to the appropriate specialist queue
  • Recording of suggestions corrected or rejected by the vehicle damage file specialist

How the system works

  1. 01 Retrieve damage form, photograph and incident document data from authorised sources
  2. 02 Verify the source, timestamp and record identifier
  3. 03 Add the relevant asset, user, location, vehicle or content context
  4. 04 Prepare the draft missing-field list and review summary
  5. 05 Compare the draft with technical rules and authority limits
  6. 06 Check for exceptions: injury, a legal dispute or an unclear incident
  7. 07 Have the vehicle damage file specialist approve, correct or reject the draft
  8. 08 Write the input, suggestion, changes and final decision to the audit log

Methods we used

  • Data extraction with source and timestamp traceability from damage forms, photographs and incident documents
  • Structured output that restricts the missing-field list and review summary to fields defined by technical rules
  • An exception gate that separates cases involving injury, a legal dispute or an unclear incident from system processing
  • An authorised queue that shows the vehicle damage file specialist the evidence alongside the suggestion
  • Duplicate-processing controls and a reversal record to mitigate the risk of misdirecting the claimant

Where people stay involved

The vehicle damage file specialist makes the final decision. If the case involves injury, a legal dispute or an unclear incident, the workflow stops and the evidence is referred to the specialist queue. The system does not independently decide to block access, change permissions, perform a technical intervention or take physical action.

Data and security

Only fields required for the task are processed from damage forms, photographs and incident documents. Source-system permissions are preserved, and unnecessary personal, technical and security-sensitive data is minimised before being provided to the model. Every retrieval, suggestion, human change and target-system action is written to the audit log.

Who this suits

A good fit

  • Teams that conduct recurring reviews in the automotive sector
  • Companies with defined responsibilities for sources and approvals
  • Organisations that want exceptions to remain under human oversight

Not a good fit

  • Organisations whose source data is not current
  • Operations without a designated decision-maker and reversal process
  • Operations where the existing method is sufficient for the low volume

Frequently asked questions

What data is used?

Damage forms, photographs and incident documents are used. The exact connections, fields and retention limits are determined during the access review.

How are exceptions handled?

If the case involves injury, a legal dispute or an unclear incident, the workflow stops. The record and source evidence are referred to the vehicle damage file specialist's queue.

Does the system act on its own?

No. Because of the risk of misdirecting the claimant, a person makes the final technical, safety or access decision; the suggestion and decision are recorded separately.

Project led by:DijitalPi

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