Services

Two practices — industrial IoT from edge to cloud, and AI products & cloud applications.

Industrial Data & IoT

Complete IoT development across every layer of the stack — 20+ years in the field.

⚡

Edge Device Integration

Connecting sensors, PLCs, RTUs, and ECUs to your data infrastructure. Protocol expertise includes Modbus RTU/TCP, CAN Bus, J1939, OPC-UA, and proprietary serial protocols. Custom driver development for legacy equipment.

  • Modbus RTU/TCP
  • CAN Bus
  • SAE J1939
  • OPC-UA
  • Serial Protocols
  • 4-20mA/0-10V
🔧

Gateway Development

Industrial gateway software that bridges field protocols to cloud platforms. Edge compute for local processing, data buffering for unreliable connectivity, and protocol translation. Designed for harsh industrial environments.

  • Linux/Embedded
  • Python
  • Rust
  • Docker
  • Edge Compute
  • Store & Forward
📡

Connectivity Solutions

Getting data from remote sites to the cloud reliably. Cellular (4G/LTE), satellite, LoRaWAN, and mesh networking. VPN configuration for secure industrial networks. Solutions for areas with limited or intermittent connectivity.

  • 4G/LTE
  • Satellite
  • LoRaWAN
  • MQTT
  • VPN/IPsec
  • Mesh Networks
☁️

Cloud Infrastructure

Scalable backend systems for IoT data ingestion, storage, and processing. Time-series databases optimized for sensor data. Event processing, alerting, and API development for integration with business systems.

  • AWS IoT Core
  • Azure IoT Hub
  • TimescaleDB
  • InfluxDB
  • PostgreSQL
  • Node.js/Python
📊

Analytics & Visualization

Turning raw sensor data into actionable insights. Real-time dashboards, historical analysis, automated reporting, and custom alerting. Integration with existing business intelligence tools.

  • Grafana
  • Custom Dashboards
  • Alerting
  • Reports
  • API Integration
🤖

Analytics: Statistical, ML and LLM-based

Statistical analysis, machine learning, and LLM-based tooling applied to operational and sensor data. From time series forecasting and anomaly detection to natural language interfaces for querying field data. The right technique for the problem — no more, no less.

  • Anomaly Detection
  • Predictive Maintenance
  • Time Series Forecasting
  • Python/scikit-learn
  • TensorFlow

AI Products & Cloud Applications

Agentic AI and cloud-native software that automates expert work — designed, shipped, and operated end-to-end.

🧠

Agentic AI Systems

Multi-agent systems that make real decisions in production — discovery, matching, classification, drafting, and review — running autonomously, not just chat demos.

  • Multi-Agent Workflows
  • LLM Orchestration
  • RAG
  • Evals & Guardrails
  • Human-in-the-Loop
🚀

Cloud-Native Apps & Micro-SaaS

Production web apps and AI-operated micro-SaaS on serverless cloud — scalable, low-ops, cost-efficient from day one. AWS, GCP, or Azure to suit your stack.

  • Serverless
  • FastAPI / Node
  • Payments / Stripe
  • Auth
  • CI/CD
⚙️

AI Automation of Expert Workflows

We take a costly, expert-gated process — research, eligibility, drafting, compliance — and turn it into a reliable self-serve product. Plain-language in, finished document out.

  • Document Generation
  • Data Enrichment
  • Extraction & Classification
  • Data Pipelines

Engagement Models

Project-Based

Fixed-scope projects with clear deliverables. Ideal for well-defined systems with known requirements.

Retainer

Ongoing development and support. Reserved capacity for continuous improvement and maintenance.

Consulting

Architecture reviews, technology selection, and strategic guidance for internal teams.