Hail estimating workflow
From photos to a carrier-ready hail estimate.
Capture every panel, verify the evidence, price the repair against the selected carrier matrix, and send a readable report from one workflow.
Choose your product
V-JEPA self-training
Detection that trains on your shop.
V-JEPA, OpenCV, and Claude vision read each panel. Your technicians' confirmations become feedback for a shop-specific detection model, while benchmark panels help catch regressions.
- Every confirmed, edited, or removed dent becomes training signal
- The V-JEPA head fine-tunes to your vehicles and your lot's lighting
- Precision and recall scored against your techs, not a lab benchmark
- Gold benchmark panels catch regressions before they reach an estimate

Carrier-aware panel matrix
Every dent counted. Every size priced.
Estimoto sizes dents from dime through half-dollar, groups them by panel, and applies the selected carrier or shop matrix without a separate spreadsheet.
- R&R, refinish, paint labor, and materials are all suggested
- Aluminum & HSS up-charges applied automatically
- Verify warnings flag panels before you send
- One-tap recompute when scope changes


AI-generated report
A report your customer can actually read.
Estimoto turns the verified estimate into a plain-language assessment and repair recommendation. You review the scope before sending the report to a customer or insurer.
Example assessment · Moderate hail damage is visible across multiple panels. The hood and roof show concentrated impact; the estimator should verify access, material, and supporting operations before delivery.