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.

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Estimoto capture step
Capture: Shoot each panel. Estimoto auto-detects dents and sizes them.

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
Hail-damaged hood used for technician-confirmed dent detection
Technician confirmations create the feedback loop; benchmark panels verify that later model versions stay dependable.

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
Estimoto panel matrix showing dent counts by size across panels
Estimoto estimate with line-item totals and an AI-generated assessment

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.