Insurance and warranty cases are profitable for an auto repair shop but cost a lot of administrative time. Every insurer has its own form and requires an Audatex estimate, the manufacturer has its own warranty claim, and all of them need the same things: the VIN, mileage, before and after photos, the inspection report, the repair order from Tekmetric or Shopmonkey and parts invoices from Inter Cars or another supplier. The service advisor collects these from different places, retypes the same data into several forms and estimate lines, and a week later receives an e-mail that a photo from another angle or a parts invoice is missing.
The solution starts from the shop software: when a repair order in Tekmetric or Shopmonkey is marked as an insurance or warranty case, the agent collects all related documents, the photos from the mechanic's phone or the system, the inspection report, parts orders and supplier invoices. Document recognition extracts the VIN, mileage, dates, part numbers and amounts from them, and a Claude model on Amazon Bedrock in an EU region fills in the form of the specific insurer or manufacturer according to its fields and writes the description of the incident and the work performed in the structure that institution requires. The agent prepares the list of work and parts in a structure that can be transferred to an Audatex estimate, which your estimator creates and approves; the agent does not create the Audatex estimate itself. The agent then checks the package against the insurer's requirements list: whether all photos are present, whether supplier invoices match the repair order, whether the VIN matches the vehicle registration document, whether the dates are logical, and flags missing items for the service advisor. The service advisor reviews the completed form and attachments, adds what is missing and sends the package to the insurer through its portal or by e-mail, and a flag with the date the package was sent is recorded on the repair order in the shop software. The decision on the payout and its amount is made by the insurer or manufacturer, and the agent does not predict it. We connect to Tekmetric and Shopmonkey through their APIs or exports, depending on the version; we choose the method after a check. Data stays in the EU and is not used to train the model, and all packages are archived in your environment, with copies that we can keep under our backup solutions.