Provide detailed documentation for frictionless approvals
Carrier Justification Agent ensures every operation is backed by detailed documentation reducing admin, guesswork and friction for everyone.

Agent
Carrier Justification
Model
Interpreter
Supports
Estimator
Business type
Body Shop
Overview
Carriers require strong evidence before approving repair orders. Providing detailed documentation with strong justification is a time-consuming step estimators typically skip, which results in arguments and back-and-forth down the road.
The agent builds a complete, carrier-ready approval package, which estimators can easily send as a PDF.
Capabilities
Builds the evidence for every contestable line
- OEM procedures and position statements
- Estimating guide notes
- Why each operation or part is required
Tailors the package to the carrier
- Each carrier's rules and preferences
- Likely objections, anticipated in advance
- DRP context, including scorecards
Tracks the response through every round
- Every changed or removed line
- The financial and repair-plan impact
- A complete audit trail across submissions, calls and emails
How it works
Step 1
Submit
You send the estimate through for approval.
Step 2
Assembles
AI builds the package, connecting each line to its evidence.
Step 3
Export
AI hands back a carrier-ready PDF, then tracks the response.
How Carrier Justification Agent fits in your workflow
Repair AI removes the admin, so you can focus on the repair.