Can you run ML on-device?

Yes — edge ML with TensorFlow Lite and similar, where on-device inference beats round-tripping to the cloud.

How do you handle firmware updates safely?

OTA with rollback and staged rollout so an update never bricks a fleet.

Can you capture leads 24/7?

Yes — voice and chat agents capture and qualify leads around the clock and sync them straight to your CRM.

How fast can we ship and how do you price it?

Scope and price are locked before code at the Blueprint stage, tied to deliverables — outcomes, not hours. Tightly-scoped builds typically ship in a 30–60 day window.

//Specialized Engineering × Embedded Systems & IoT × Real Estate

Embedded Systems & IoT for Real Estate

Firmware, edge ML, and cloud bridges for smart agriculture, industrial IoT, logistics trackers, and smart-home products. Engineered for real estate teams.

Real Estate teams don't need a generic vendor — they need embedded systems & iot built around how they actually operate. Firmware, edge ML, and cloud bridges for smart agriculture, industrial IoT, logistics trackers, and smart-home products. Listing platforms, CRM tools, and property management apps that capture every lead and automate the busywork between offer and close.

01What's broken without us

Connected hardware is unforgiving: constrained memory, flaky networks, battery limits, and field updates that can brick a fleet if done wrong. For real estate teams specifically, leads arrive across channels and go cold. Listings and CRM data drift apart. Coordinating buyers, sellers, and documents is a manual scramble.

02Our approach — the Forge Method, applied

01Blueprint how real estate teams actually use embedded systems & iot today, and lock scope, price, and the metric before code.
02Prototype the highest-value embedded systems & iot loop against real real estate data — not a generic demo.
03Forge a production-grade build on C, Rust, FreeRTOS, with CI/CD and observability from day one.
04Harden and hand off documented, ready for real estate teams to extend.

//Capabilities

Firmware development (C, Rust, MicroPython)
RTOS selection & board bring-up
Sensor integration & calibration
Edge ML (TensorFlow Lite)
MQTT / CoAP communication & cloud bridge
OTA update infrastructure
Low-power design for battery devices
Industrial protocol bridging
Listing & search platforms
Real-estate CRM & lead routing
Property management apps
WhatsApp & voice lead capture
Transaction & document workflows
Market analytics dashboards

//Outcomes

What you can expect

leads lost after hours

Automated

transaction workflows

Low-power

long battery life

OTA

safe field updates

//FAQ

Questions, answered straight

Listing platforms, CRM tools, and property management apps that capture every lead and automate the busywork between offer and close. We bring embedded systems & iot depth to those exact systems rather than retrofitting a template.

//Explore further

//Next step

Is the build ready to scope?
Find out in the scorecard, or talk it through on a call.

Take the Build Readiness Scorecard