Modeling demand spikes
Planners use agent-based simulations to estimate peak loads on hospitals, schools, and metros. Digital twins ingest IoT counts to validate assumptions.
Telecom and last-mile fiber
Neighborhoods that grew organically may lack conduit. Micro-trenching, fixed wireless, and municipal open-access fiber become political as much as technical projects.
Lessons for product leaders
Elastic cloud alone cannot pour concrete. Software teams should partner early with civil engineers to prioritize telemetry that influences capital budgets.
