Spatial intelligence from the edge to the executive suite — on-device DuckDB analytics feeding live Blazor web dashboards
Multi-tier analytics spanning on-device processing, server aggregation, and interactive web visualization
Embedded DuckDB 0.10.0 with spatial extensions runs analytical queries directly on device — no server roundtrip, no latency. Aggregations, spatial joins, window functions, and geospatial clustering execute locally against the SpatiaLite field data store.
Browser-native Blazor WebAssembly analytics suite with Chart.js 4.x visualizations, MudBlazor data grids, and Leaflet.js heatmaps. Renders in any modern browser — no plugin, no install. Drill-down from org-level summary to individual circuit inspection detail.
Inspector productivity KPIs including inspections per day, average patrol duration, circuit completion rate, and area coverage velocity. Trend lines over configurable date ranges surface productivity changes for workforce planning and scheduling optimization.
Automated multi-dimensional data quality scores for every field record: coordinate precision (against GNSS accuracy threshold), required field completeness, attachment rate, response time from assignment to completion, and NMEA fix type distribution.
Side-by-side KPI comparison across individual inspectors, crews, and territories. Identify top performers, flag bottlenecks, and monitor new-hire ramp curves. Role-based visibility ensures inspectors see personal metrics while supervisors see team-wide views.
Geographic compliance visualization overlaying inspection completion percentage by territory and circuit on an interactive Leaflet.js map. Color-coded choropleth makes spatial compliance gaps immediately visible to operations leadership.
Time-series trend analysis for compliance percentages, encroachment counts by severity, work-order resolution times, and data quality scores. Configurable rolling windows (7-day, 30-day, quarterly) with year-over-year comparison overlays.
Generate PDF and Excel/CSV reports from configurable templates. Reports include charts, data tables, and summary narratives. Scheduled delivery emails reports automatically to distribution lists — weekly summaries, monthly compliance snapshots, or event-triggered alerts.
The analytics stack from edge processing to executive visualization
Purpose-built views for each audience from field inspector to C-level executive
Live KPI tiles, activity feed, territory map
Compliance %, encroachment trends, certificate status
Inspector productivity, patrol coverage maps
Quality scores, completeness, GNSS accuracy distribution
Individual & crew KPI comparison tables
High-level trends and ROI metrics for leadership
Analytics aggregates data generated by every other feature in the platform
See live dashboards powered by your own field data in a personalized demo