Capabilities

Six disciplines.
One integrated stack.

Clean and composable — chosen à la carte or chained into a full digital twin. No overlap, no bloat, all return.

Native-AI & MCP

We are AI-native, not AI-bolted-on. Custom MCP servers, agents, copilots and dashboards wired straight into your stack — built with Claude and our own AEDi systems.

Custom MCPAI agentsCopilotsRAG

AIoT & Edge

Sensing, inference and control at the edge. Device fleets, Wi-Fi sensing (RuView / Ionify), and low-latency intelligence that runs where the data is born.

Edge inferenceWi-Fi sensingFleetsTelemetry

Cloud & Digital Twins

Data plumbing that actually holds: pipelines, APIs and live digital twins that mirror your operation so decisions are made on reality, not guesswork.

PipelinesAPIsDigital twinsObservability

Audit & Forensics

Evidence-first audits of websites, systems and infrastructure — surfacing risk, waste and quick wins with a clear Level-of-Effort return. Improve and save.

Web auditsForensicsCost savingsLoE return

Hardware & Firmware

When software needs a body, we build it: PCBs, ESP32/edge nodes and firmware. Solutionists across mechanical, electrical and IT — with real artisan knowledge.

PCBESP32FirmwareMechatronics

Custom B2B Systems

Custom anything: bespoke dashboards, internal tools and integrations engineered to grow with the business — and to keep paying for themselves.

DashboardsIntegrationsInternal toolsGrowth

Native-AI & MCP

We are AI-native, not AI-bolted-on. Custom MCP servers, agents, copilots and dashboards wired straight into your stack — built with Claude and our own AEDi systems.

Custom MCPAI agentsCopilotsRAG

  • Custom MCP servers

    Tools, resources and prompts that connect Claude and other models straight into your data and operations — safely scoped.

  • Agents & copilots

    Task-running agents and in-product copilots that do real work, with guardrails and observability.

  • AEDi-powered delivery

    Our own AI fabric accelerates everything we ship for you — native, not glued on.

AIoT & Edge

Sensing, inference and control at the edge. Device fleets, Wi-Fi sensing (RuView / Ionify), and low-latency intelligence that runs where the data is born.

Edge inferenceWi-Fi sensingFleetsTelemetry

  • Edge inference

    Models that run on-device for low latency, privacy and resilience when the network drops.

  • Wi-Fi sensing

    RuView & Ionify — presence, motion and vital signals from radio, no cameras.

  • Fleet telemetry

    Provision, monitor and update device fleets with live dashboards.

Cloud & Digital Twins

Data plumbing that actually holds: pipelines, APIs and live digital twins that mirror your operation so decisions are made on reality, not guesswork.

PipelinesAPIsDigital twinsObservability

  • Pipelines & APIs

    Reliable data movement and clean interfaces that other systems can trust.

  • Digital twins

    A live mirror of your operation so decisions run on reality, not guesswork.

  • Observability

    Know what is happening, why, and what it costs — continuously.

Audit & Forensics

Evidence-first audits of websites, systems and infrastructure — surfacing risk, waste and quick wins with a clear Level-of-Effort return. Improve and save.

Web auditsForensicsCost savingsLoE return

  • Web & system audits

    Performance, accessibility, SEO/AEO, security and forensics — scored with evidence.

  • Digital forensics

    Capture, preserve and interpret the trail when something matters.

  • LoE return

    Every finding is ranked by effort vs. saving, so you fix what pays first.

Hardware & Firmware

When software needs a body, we build it: PCBs, ESP32/edge nodes and firmware. Solutionists across mechanical, electrical and IT — with real artisan knowledge.

PCBESP32FirmwareMechatronics

  • PCB & firmware

    From schematic to ESP32 firmware to enclosure — we build the body for the software.

  • Mechatronics

    Mechanical, electrical and IT under one roof, with artisan craft.

  • Edge nodes

    Sensing and compute nodes designed for the field, not the lab.

Custom B2B Systems

Custom anything: bespoke dashboards, internal tools and integrations engineered to grow with the business — and to keep paying for themselves.

DashboardsIntegrationsInternal toolsGrowth

  • Bespoke dashboards

    Decision surfaces tailored to how your team actually works.

  • Integrations

    Make your existing tools talk — cleanly, and for good.

  • Built to grow

    Systems engineered to keep paying for themselves as you scale.

Not sure which you need?

Start with an audit. We'll measure, then recommend only what returns.

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