{"slug":"municipal-asset-photo-triage","name":"Municipal asset photo triage","category":"Government","customer":"Public works inspection coordinators","problem":"Staff spend too long routing citizen-submitted asset photos.","value":"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.","format":"Client intake portal and staff exception queue","screens":"Key screens: Report intake, Asset match, Dispatch review. 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.","functionality":"1. Classify reported assets. 2. Suggest location matches. 3. Detect duplicate reports. 4. Flag unclear images. 5. Draft inspection requests. 6. Export routing queue.","workflow":"The buyer creates a project, supplies consented reports and municipal asset inventory, and confirms scope and access. The working sequence is: 1. Classify reported assets. 2. Suggest location matches. 3. Detect duplicate reports. 4. Flag unclear images. 5. Draft inspection requests. 6. Export routing queue. 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.","ai":"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.","inputs":"Consented reports and municipal asset inventory","deliverables":"Reviewed asset inspection queue","admin":"Secure uploads, configurable checklists, progress saving, duplicate handling, reviewer assignments, clarification threads, deadlines and submission history. Include organization-scoped access, named project owners, review queues, usage limits, export history and retention settings. Never reuse private customer material for other accounts without permission.","mvp":"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.","expansion":"After paying customers repeatedly accept reviewed asset inspection queue, automate flag unclear images; draft inspection requests; export routing queue. Add one tested read integration, reusable customer configuration and scheduled repeat delivery. Increase supported formats or teams only when evaluation cases and reviewer capacity cover the new scope. Administrative routing; no automated safety assessment.","usp":"Connect public reports to asset records before inspection.","defensibility":"Document-type expertise, tested completeness rules and a low-friction client experience embedded in a repeat administrative process. For this concept, accumulate permissioned examples and reviewer corrections around connect public reports to asset records before inspection. The durable asset is reliable task-specific execution and trusted customer configuration, not access to a general-purpose AI model.","alternatives":"Email collection, generic web forms, spreadsheets and existing case management systems. Position this concept around connect public reports to asset records before inspection. Compare it against the customer's current process on the same representative task. This is proposed differentiation; no exhaustive competitor study or uniqueness claim has been established.","revenue":"Test USD 500-2,000 setup plus USD 150-750 monthly for one form family and a capped submission volume. Quote specialist review and unusual document formats separately. Prices are experimental. For this buyer, package the first sale around triage fifty historical reports and the defined reviewed asset inspection queue. Record actual review effort before offering a recurring allowance. The commercial pilot fee is distinct from the platform development budget.","costs":"Document processing, storage, exception review, support, checklist maintenance and customer-specific integration work. Initial validation additionally budgets for redacted reports and public-works review. Track model usage, storage, reviewer minutes, exception handling and customer support per accepted deliverable.","integrations":"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.","dependencies":"Secure upload handling, reliable extraction, versioned completeness rules, submitter identity and staff routing. Third-party checklist changes require maintenance. Obtain representative authorized inputs, an agreed review rubric and a buyer-side owner. Specific scope: Administrative routing; no automated safety assessment.","pilot":"Agree the acceptance criteria, input limits and reviewer responsibilities before starting. Run triage fifty historical reports and deliver reviewed asset inspection queue. Compare correct routing and duplicate inspection requests with the buyer's current process on comparable cases; include corrections, missed issues and reviewer time. Seek payment and repeat use. Stop or revise the scope if data access, accuracy or unit economics fail.","plan30":"Week 1: interview five prospective buyers from public works inspection coordinators and inspect how they handle staff spend too long routing citizen-submitted asset photos. Week 2: prepare triage fifty historical reports using authorized or synthetic material. Week 3: share the demonstration through public works networks and civic technology partners and seek one bounded paid pilot. Week 4: measure correct routing and duplicate inspection requests, review delivery effort and ask for a repeat purchase. This is a validation schedule, not a promise that the full product can be built in thirty days.","metrics":"Correct routing and duplicate inspection requests","channels":"Public works networks and civic technology partners","leadMagnet":"Triage fifty historical reports","message":"Connect public reports to asset records before inspection. Demonstrate the result with triage fifty historical reports for public works inspection coordinators. Use a concrete before-and-after example without promising unmeasured savings.","retention":"Build repeat use around reviewed asset inspection queue. Save approved configurations and review decisions with permission, revisit unresolved exceptions and show progress on correct routing and duplicate inspection requests. Offer a recurring volume allowance after repeat demand; expand to adjacent tasks only when the buyer asks and delivery quality remains acceptable.","controls":"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.","crossSector":"Operations; Writers","fn":["Classify reported assets","Suggest location matches","Detect duplicate reports","Flag unclear images","Draft inspection requests","Export routing queue"],"sc":{"opp":8,"pain":6,"feas":5,"now":7},"phases":[{"name":"MVP","scope":"One buyer segment, one recurring use case; first modules: classify reported assets; suggest location matches. Manual review in the loop.","time":{"days":7,"label":"7 days"},"usd":15500},{"name":"Paid pilot","scope":"Accounts, roles, review states, audit trail and the first integration, hardened for two to three paying pilot customers.","time":{"days":8,"label":"8 days"},"usd":14500},{"name":"Full product","scope":"Self-serve onboarding, billing, monitoring and the wider integration set.","time":{"days":14,"label":"3 weeks"},"usd":20000}],"running":[{"stage":"MVP and paid pilot","note":"about 3 customers","hosting":[50,100],"ai":[40,90],"total":[90,190]},{"stage":"Full product","note":"about 50 customers","hosting":[190,380],"ai":[280,560],"total":[470,940]}],"total":50000,"complexity":0.93,"days":29,"shot":true,"demo":true}