Municipal asset photo triage

For public works inspection coordinators, turn consented reports and municipal asset inventory into reviewed asset inspection queue. Address this specific problem: staff spend too long routing citizen-submitted asset photos. The aim: connect public reports to asset records before inspection. The pilot tests whether that benefit holds up against reviewer effort and real operating costs.

The buyer creates a project, supplies consented reports and municipal asset inventory, and confirms scope and access. Users correct extracted facts, resolve flagged uncertainties and approve the final reviewed asset inspection queue before use. Retain source links and a version history for the next cycle.

How the AI works

Describe visible issues and defer hazard severity to staff. Keep model suggestions separate from verified facts. Link factual outputs to authorized input evidence and show missing information explicitly. Use deterministic checks for counts, dates, identifiers and arithmetic where applicable. A designated reviewer validates consequential outputs and signs off the delivered result.

Safeguards

Preserve official source versions, accessibility and audit records. Confirm agency-specific procurement, records and data handling requirements during discovery. Administrative routing; no automated safety assessment. Require appropriate access and publication approval. Preserve source material, label AI drafts and make corrections traceable. Measure false positives and missed cases alongside speed.

What to build first

Costed pilot: Administrative routing; no automated safety assessment. Start with one buyer organization and a bounded set of representative inputs. Implement the first two modules: classify reported assets; suggest location matches. Support the third task through an assisted review queue: detect duplicate reports. Handle the remaining required functions manually until validated. Include input upload, source references, user correction, a reviewer approval step and export of reviewed asset inspection queue. Authentication, account isolation, deletion controls and basic operational logging are included. Specialized production certification, live write integrations and broader rollout are not included unless explicitly stated.

What it can connect to

Official publications, agency document stores and approved service workflows. Case management, customer records, document storage and notification systems. Begin with an exportable review pack before automating destination writes. Begin with uploads and exports of consented reports and municipal asset inventory. Any named system or connector is a candidate requiring current access and compatibility checks; no live connection is included by default.

The screens in detail

Give submitters a mobile-friendly step-by-step form with document uploads and a visible completeness checklist. Staff see a queue with missing items and extracted fields. Place the original document beside each uncertain value. Show submitted, clarification required and ready-for-review states. Open with report intake; move into asset match for the detailed task; finish in dispatch review for review and handoff. Show the source record, uncertainty and approval status beside each proposed output.