AI USE CASE
Roof Damage Photo Classifier
Automatically classify roof damage from photos and generate insurance-ready reports for roofing contractors.
What it is
A computer vision model analyses drone or ladder photos to identify damage types, hail, wind, wear, or structural, and generates a formatted customer and insurer report in minutes. Setup requires a modest labelled photo dataset of past jobs or a pre-trained roofing model fine-tuned on local conditions.
Data you need
A collection of labelled roof photos (minimum ~200–500 images across damage categories) from past jobs, drone footage, or publicly available roofing datasets.
Required systems
- none
Why it works
- Start with a pre-trained roofing or construction damage model and fine-tune on your own job photos rather than building from scratch.
- Define a simple photo capture protocol for crews (angles, lighting, required shots per area) to ensure consistent input quality.
- Generate reports in a format insurers and customers already expect, PDF with annotated photos, damage type labels, and severity ratings.
- Keep a roofer in the loop to validate classifications before reports are sent, especially for large or complex claims.
How this goes wrong
- Too few labelled training images leads to poor classification accuracy, especially for subtle damage types like early-stage wear.
- Inconsistent photo quality (bad lighting, angle, resolution) from field crews degrades model performance in real conditions.
- Contractors skip adoption if the report output format doesn't integrate naturally into their existing quoting or claims workflow.
- Over-reliance on automated classification without roofer review leads to errors in customer-facing reports and potential liability.
When NOT to do this
Don't build a custom computer vision pipeline from scratch if your team has fewer than 10 employees and no in-house developer, the maintenance burden will outweigh the time savings within months.
Example vendors
This page describes an idea. It gives no budget or timeline: those depend on your company. The free diagnostic tells you which ideas fit your situation.