How InfraShield AI Works
From field image capture to autonomous computer vision diagnostics, parallel multi-agent priority scheduling, and verifiable engineering reports.
The 4-Stage Autonomous Pipeline
Photo & Location Intake
Field inspectors upload photographs. The system auto-captures coordinates using geocoded GPS and triggers an AI anti-spam gateway to block non-civic uploads.
- • Client-side compression (max 800px)
- • Exact GPS geocoding via OpenStreetMap
- • Client-side unique file hash matching
Multi-Agent AI Diagnostics
An uploaded defect is parsed by three specialized agents in parallel: Vision Assessor (root cause), Logistics Planner (repair budget), and Comms Lead (public alerts).
- • 0–100 Hazard Urgency Scoring formula
- • Defect classification (shear crack, spalling)
- • Automated budget estimation in INR (₹)
Resource Prioritisation
The system automatically prioritises work orders based on the aging formula: Priority = Severity × (1 + Days × 0.1). Calculates crews and materials.
- • Automated work order ticket allocation
- • Machinery allocation (compactor, jackhammer)
- • Complete material cost manifests
Verifiable PDF Reports
Chief Engineers review the prioritization queue and generate official, signed engineering PDF reports complete with metadata, GPS proof, and signature spaces.
- • jsPDF AutoTable document pipeline
- • Chronological location audit history updates
- • 1-Click municipal resolution & archival
The 3-Agent Collaborative Engine
Every uploaded image is scanned simultaneously by three distinct, specialized Gemini agent nodes.
1. Vision Assessor
Extracts defect categories (potholes, spalling, drainage blocks), assesses geological cause factors, and outputs a 0–100 risk score.
2. Logistics Planner
Routes structural work orders to PWD divisions, recommends immediate temporary barriers, and lists materials in ₹.
3. Comms Lead
Compiles 280-character public safety warning alerts with coordinates and drafts internal engineering dispatch emails.
Proactive vs Reactive Maintenance ROI
By detecting micro-cracks and drainage blockages early, repairs cost ₹15,000–₹45,000, saving municipalities from ₹1.5L–₹5.0L reactive reconstruction charges.