Civitas transforms raw, noisy citizen submissions into verified spatial incidents, policy-grounded work orders, and reviewable field actions with human supervisor oversight.
CORE GOVERNANCE PRINCIPLE
The Four Distinct Evidence Boundaries
Unlike traditional CRM systems that treat citizen text as blind execution instructions, Civitas maintains strict boundaries between evidence types:
01
Observable Evidence (Media)
Visual artifacts (geotagged images, video clips) parsed through the vision pipeline and kept distinct from subjective descriptions and downstream inference.
02
Reported Claims (Citizen)
Natural language descriptions submitted by residents. Preserved faithfully without model overwriting, even when contradictory or ambiguous.
03
Retrieved Policy (Playbooks)
Authoritative municipal operating procedures (e.g. PLAY-WATER-01). LLM agents cite verified playbooks instead of inventing arbitrary timelines.
04
Deterministic Risk (PostGIS)
Spatial distance calculations to sensitive landmarks (schools, hospitals, transit arteries) and DBSCAN density clustering computed via PostGIS 3.4.
FOR CITIZENS & RESIDENTS
Report With Frictionless Ease
Describe what you see, snap a photo, and let our computer vision models structure the hazard. Track your report from intake to completed road repair.
Instant landmark detection (e.g. 'Near DAV Public School').
Real-time status checkpoints rather than email black holes.
One-click clarification responses for field questions.
FOR MUNICIPAL SUPERVISORS
Review Verified Decisions, Not Noise
Receive clustered incidents with severity scores, recommended departmental routing, and grounded playbooks ready for one-click authorization.
50 duplicate reports consolidated into 1 operational incident.
Before/after photo verification to prevent premature ticket closure.