Edge AI monitoring for small buildings and equipment. Predict failures before they happen. Off-the-shelf sensors, local inference, no cloud lock-in.
Book a ConsultationCustom AI monitoring systems for buildings and equipment that the big vendors ignore.
Smart plugs, environmental sensors, and energy monitoring across your entire facility. One dashboard. AI-powered anomaly detection. Know when something is wrong before it breaks.
Sensors on your HVAC, pumps, and electrical systems feed a local AI that learns normal patterns and alerts you when something drifts. Prevent the $8,000 emergency call.
Done-for-you Home Assistant setup. Lighting, climate, security, energy monitoring. Professional configuration, ongoing management, no subscription to big tech platforms.
Unique monitoring needs? Wine cellars, server rooms, grow operations, fleet vehicles. We design and deploy custom sensor networks with AI analysis.
Real systems running in production right now.
A $25 smart plug, a local LLM, and three USGS stream gauges. Detects stuck floats, runs automated recovery, correlates with weather and river levels. Running 24/7, prevented a basement flood.
Read the full case study →Home Assistant managing smart plugs, thermostats, printers, mesh WiFi, and speakers across 8 zones in a community building. Energy monitoring, automated scheduling, single dashboard.
Learn more →Human pose estimation using WiFi signal analysis instead of cameras. No privacy concerns. Works through walls. Rust implementation with neural inference pipeline. Applications in eldercare and security.
Learn more →No proprietary hardware. Smart plugs, environmental sensors, and existing equipment data. Total hardware cost: usually under $500.
Your data stays in your building. We run LLMs on local hardware (Mac, Linux, Raspberry Pi). No cloud subscriptions. No internet dependency. Works during outages.
Safety-critical systems need human oversight. Our AI layer detects anomalies, correlates patterns, and sends actionable alerts. Automated recovery protocols have manual overrides built in.
Home Assistant, MQTT, REST APIs, SQLite. No vendor lock-in. You own your data and your system. We build it, you keep it.
What this actually looks like week to week, written up as it happens.
My sump pump monitor's exit handler leaves the relay wherever it happens to be. For 83% of any given hour, that is off. Fifteen shutdowns out of fifty-seven left the pump unpowered, and one June morning three separate failures stacked on top of each other.
September 9, 2026My monitor's loudest alert says the pump is unprotected. Twice, that alert failed to send for the same reason the pump was unprotected. Then the system marked it as delivered and never tried again.
September 8, 2026My monitor has sent four urgent alerts in six months. One was about the grid, three were about the sensor. None were about the pump. The failure running right now has no urgent path at all, by design.
September 7, 2026I found my repair routine aborting itself 149 times and blamed the code. Then I found 14,352 control readings in the same log file, and they said the basement was just hot.
September 6, 2026A single constant in my monitoring code was doing two unrelated jobs. I tuned it for the harmless one. It spent two months quietly aborting the only repair mechanism the system had.
September 5, 2026Every alarm I have built fires when a number crosses a line. None of them fire when a number stops moving. Those are different failures, and only one is on the dashboard.
September 4, 2026Start with a $25 sensor. End with a building that thinks.
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