Recommendation engine
CivicSyn is public/cooperative coordination infrastructure for essential goods and services. Local nodes coordinate demand, capacity, inventory, delivery, funding, and governance. The system recommends; people decide; every decision leaves evidence.
The first domain connects kitchens, food banks, delivery partners, agencies, co-ops, and public reviewers around transparent allocation decisions.
- Current picture: needs, capacity, inventory, delivery windows
- Evidence trail: source, freshness, confidence, audit record
- Public view: aggregate dashboards, maps, exports, outcomes
- Human review: objections, approvals, overrides, follow-through
Planning brain
Recommendation engine
Generate explainable action cards with alternatives, confidence, constraints, and human approval states.
No evidence-backed rows yet
No submitted evidence exists yet for recommendations. Use a domain journey evidence form or protected operating-room API; the module will show reviewer-ready KPIs after intake.
Decision and evidence rows
Rows are calculated from operating-room evidence and reviewer decisions for related domains: food_security, housing_repair, childcare, eldercare, disaster_response, medicine_logistics, public_procurement, labor_capacity, transit_bottlenecks, energy_resilience.
- Install 9 boilers where vulnerability and cold exposure intersectHousing requests, weather, supplier poolqueued · medium
- Award kitchen capacity lot with open-books conditionBids, capacity, labor standards, pricein review · high
Operator expectations
- KPI grid with source freshness and caveats
- Status pills for draft, review, approved, rejected, executing, completed, and appealed
- Evidence button on every row
- Decision stepper from draft to review to approve or reject
- Exportable audit history with who, what, when, and why
Loading Recommendation engine roadmap data.