Context
Problem framing
TerraMesh manages distributed infrastructure assets where maintenance scheduling and spare inventory were disconnected from live telemetry.
Infrastructure Systems · 2023
TerraMesh Infrastructure
Connected distributed nodes with asset visualization, automated maintenance workflows, and real-time reporting.

Context
TerraMesh manages distributed infrastructure assets where maintenance scheduling and spare inventory were disconnected from live telemetry.
Challenge
Predictive signals had to reach field crews with context — asset history, parts availability, and safety constraints — not raw sensor spikes.
Architecture
Asset graph in PostgreSQL, telemetry ingestion with anomaly scoring, work-order API integrated to maintenance CMMS, and mobile-friendly dispatch views.
Delivery
Pilot regions ran predictive maintenance workflows; false-positive rate tuned with operator feedback. TerraMesh maintenance leads own scoring thresholds and dispatch policies.
Engage
Share architecture constraints and success criteria. We respond with scope, risks, and an honest path forward.