Summary

UI to checklist inspections; LLM checks photos; auto-generates NFPA report + estimate.

Problem Statement

Fire safety inspections involve repetitive data entry and manual report generation, wasting inspector time.

Details

Pulls prior inspection data to pre-fill checklists. Photo ingestion runs vision checks to validate findings, then composes standard NFPA report with annotated issues and generates remediation estimates.

Images

What We Learned

Pre-filling from historical data reduces field time. LLM vision models effectively validate inspection photos. Automating report generation and estimates turns hours of work into seconds.