Proof of Work

Product engagements our team has delivered.

Real builds across the industries we work in — what each product does, which layers we built, exactly where AI accelerated the work versus where our engineers led, and the engineering-effort impact. Client names are withheld by policy; every project below is real, described by product and industry, not by company.

Healthcare & MedTech

01

Remote Patient Vitals Patch

US-based digital-health / remote-patient-monitoring startup

A wearable medical patch continuously captures patient vital signs and securely transmits physiological data for remote monitoring, giving care teams a continuous view of patient status rather than relying only on intermittent manual measurements.

HardwareFirmwareCloudApplicationAI / Algorithms

Where AI accelerated

  • Firmware scaffolding & sensor-driver implementation
  • BLE connectivity implementation
  • Signal-processing code
  • Backend APIs & service boilerplate
  • Test-case generation & documentation

Where our engineers led

  • Medical/product requirements
  • Hardware architecture & sensor selection
  • Power architecture
  • Safety-critical behavior
  • Validation, verification & final code review
~33%Estimated AI-first engineering effort reduction
24/7Continuous vitals visibility vs. intermittent manual checks
02

On-Device Early Fall-Detection Wearable

US-based aging-in-place / digital-health wearable startup

A wearable continuously analyzes motion data locally to identify movement patterns associated with potential falls, enabling rapid detection without continuously transmitting raw sensor data to the cloud.

HardwareFirmwareEdge MLCloudMobile App

Where AI accelerated

  • IMU driver implementation & firmware modules
  • Signal-processing & feature-extraction code
  • Model integration & inference pipeline
  • Mobile implementation
  • Automated test generation

Where our engineers led

  • Fall-detection methodology & dataset strategy
  • Model selection, accuracy/recall tradeoffs
  • False-positive management
  • Real-time & power constraints
  • Validation
~35%Estimated AI-first engineering effort reduction
<1sOn-device detection latency — no cloud round-trip on the critical path

Consumer Electronics

03

Smart Wearable Ring

US-based consumer-health / wearable technology startup

A compact smart ring continuously captures physiological and activity data while operating under extremely tight constraints around size, power consumption, wireless connectivity and sensor integration.

HardwareFirmwareEdge AICloudMobile App

Where AI accelerated

  • Embedded implementation & sensor interfaces
  • BLE code
  • Data-processing pipelines
  • Mobile & backend code
  • Test generation & documentation

Where our engineers led

  • Sensor architecture & miniaturization
  • Power budget
  • Mechanical/electrical constraints
  • Signal quality
  • Hardware/firmware integration & validation
~38%Estimated AI-first engineering effort reduction
7+ daysBattery-life target on a single charge
04

AI-Personalized Wearable Sleep Coach

US-based consumer wellness / wearable startup

A wearable captures sleep and physiological signals and uses AI to transform longitudinal data into personalized sleep insights and recommendations.

HardwareFirmwareML / AICloudMobile App

Where AI accelerated

  • Firmware implementation
  • Data pipelines & feature extraction
  • ML integration & recommendation-service development
  • Mobile application & backend APIs
  • Test generation, documentation & analytics implementation

Where our engineers led

  • Sleep-data architecture
  • Model evaluation & data quality
  • Recommendation methodology
  • Privacy/security
  • Validation
~30%Estimated AI-first engineering effort reduction
30-nightRolling data window behind each personalized recommendation

Industrial IoT & Sensors

05

Battery-Free Ambient Room & Occupancy Sensor

US-based smart-building / IoT startup

A battery-free environmental sensor detects room conditions and occupancy while minimizing energy consumption and maintenance requirements.

Energy-Harvesting HWFirmwareWirelessCloud

Where AI accelerated

  • Sensor drivers & firmware
  • Communication implementation
  • Data-processing algorithms
  • Backend services
  • Test generation & documentation

Where our engineers led

  • Energy budget & harvesting architecture
  • Hardware selection & sensor placement
  • RF architecture
  • Ultra-low-power design
  • Reliability
~28%Estimated AI-first engineering effort reduction
ZeroBattery replacements — powered entirely by ambient energy harvesting
06

Cold-Chain Shipment Monitor

US-based logistics / pharmaceutical supply-chain technology company

A connected monitoring device tracks temperature and environmental conditions during transportation and storage and generates alerts when conditions move outside defined limits.

HardwareFirmwareCellular / BLECloudDashboard

Where AI accelerated

  • Firmware & sensor drivers
  • Connectivity implementation
  • Backend APIs & data ingestion
  • Alerting logic & dashboard
  • Test generation & documentation

Where our engineers led

  • Temperature requirements & sampling strategy
  • Battery architecture
  • Connectivity strategy
  • Device reliability
  • Alert semantics & validation
~33%Estimated AI-first engineering effort reduction
~90%Estimated cut in undetected temperature excursions vs. spot-check logging (design target)

Automotive & Mobility

07

EV Battery-Pack Thermal Monitoring Module

US-based EV / battery technology company

A distributed monitoring module captures thermal conditions across an EV battery pack and identifies abnormal temperature behavior for battery-management and diagnostic systems.

Automotive HWFirmwareReal-time Diagnostics

Where AI accelerated

  • Device drivers & firmware implementation
  • Diagnostics logic
  • Data-processing code
  • Test generation, documentation & code review

Where our engineers led

  • Thermal architecture
  • Safety behavior & fault handling
  • Real-time constraints
  • Hardware design & validation
  • Automotive compliance considerations
~28%Estimated AI-first engineering effort reduction
Cell-levelThermal-fault detection ahead of pack-level BMS thresholds (design target)
08

Driver-Behavior Edge-AI Dash Unit & Alert System

US-based fleet-management / automotive technology company

An in-vehicle edge-AI system analyzes driving behavior locally and detects defined safety events in real time without requiring continuous transmission of raw sensor/video data.

Camera / SensorsEdge ComputeComputer VisionCloud

Where AI accelerated

  • Computer-vision pipeline
  • Model integration & inference implementation
  • Data-processing code
  • Device & backend APIs
  • Test generation & documentation

Where our engineers led

  • Dataset strategy & model selection
  • Accuracy evaluation & false-positive management
  • Real-time constraints & edge hardware optimization
  • Safety behavior
  • Validation
~38%Estimated AI-first engineering effort reduction
<200msEdge-inference latency behind each real-time safety alert

Energy & Smart Grid

09

Solar Micro-Inverter Fleet Monitoring Platform

US-based renewable-energy / solar technology company

A connected platform collects operational telemetry from distributed solar micro-inverters and provides fleet-wide visibility into performance, device health and faults.

FirmwareGateway / ProtocolCloudWeb Dashboard

Where AI accelerated

  • Protocol implementation & firmware
  • Data ingestion
  • Dashboard development & analytics
  • Backend APIs
  • Test generation & documentation

Where our engineers led

  • Electrical telemetry interpretation
  • Fault semantics
  • Data architecture
  • Reliability & device-cloud synchronization
  • Production deployment
~33%Estimated AI-first engineering effort reduction
Fleet-wideFault visibility replacing per-site manual inspection rounds

Smart Home & Building Automation

10

Modular Smart-Home Hub, Local-First Voice Control

US-based smart-home technology startup

A modular smart-home hub connects home devices and sensors while providing local-first voice interaction and automation, reducing dependence on cloud processing.

Hub HardwareFirmwareEdge AI / VoiceCloudMobile / Web

Where AI accelerated

  • Firmware & protocol integration
  • Voice-processing integration
  • Automation logic
  • Backend & mobile application
  • Test generation, documentation & debugging

Where our engineers led

  • System architecture & local/cloud boundary
  • Security & privacy
  • Protocol selection
  • Hardware architecture & reliability
  • Voice UX & production validation
~32%Estimated AI-first engineering effort reduction
Local-firstVoice commands resolved without a cloud round-trip
11

Multi-Sensor Water-Leak & Freeze Guard

US-based home-protection / smart-home startup

A connected home-protection sensor combines multiple environmental signals to detect water leaks, freezing conditions and other potentially damaging events.

HardwareFirmwareSensor FusionCloudMobile App

Where AI accelerated

  • Sensor drivers & firmware
  • Sensor-fusion implementation
  • Event-classification algorithms
  • Mobile application & APIs
  • Test generation & documentation

Where our engineers led

  • Sensor selection & detection methodology
  • False-alarm reduction
  • Power architecture
  • Environmental validation
  • Reliability
~38%Estimated AI-first engineering effort reduction
~70%Estimated cut in false alarms vs. single-sensor detection (design target)
12

Building-Wide Occupancy & HVAC Optimization Platform

US-based building-management / energy-efficiency technology company

The platform combines occupancy and environmental sensing across a building to understand space utilization and provide intelligence for more efficient HVAC operation.

Sensors / GatewaysFirmwareEdge AICloudDashboard

Where AI accelerated

  • Firmware & sensor interfaces
  • Device APIs
  • Data pipelines
  • Analytics & dashboard
  • Test generation & documentation

Where our engineers led

  • Occupancy methodology & sensor fusion
  • Building-system integration
  • HVAC control boundaries
  • Architecture & reliability
  • Deployment validation
~37%Estimated AI-first engineering effort reduction
~20%Estimated HVAC energy-use reduction from occupancy-aware control (design target)
13

Smart-Home Router with Distributed Home Sensors

US-based smart-home / consumer networking company

A central smart-home router/gateway connects distributed home sensors and provides a unified platform for device provisioning, monitoring, automation and user control.

Router / Gateway HWNetworkingFirmwareCloudMobile App

Where AI accelerated

  • Firmware & network services
  • Backend & device APIs
  • Mobile application
  • Provisioning flows
  • Test generation, documentation & debugging

Where our engineers led

  • Network architecture & security
  • Device provisioning architecture
  • Hardware & protocol decisions
  • Reliability & end-to-end integration
~38%Estimated AI-first engineering effort reduction
Single paneUnified provisioning & monitoring replacing per-device apps

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