Twelve disciplines.
One integrated stack.
Twelve services in four pillars — Native-AI, edge & hardware, software & cloud, and assurance. Chosen à la carte or chained into one complete system. No overlap, no bloat, all return.
Native-AI
Intelligence designed in from the first sketch — models, agents and MCP wired into how your business already works.
Native-AI Integration
We are AI-native, not AI-bolted-on. Frontier AI models (vendor-neutral, chosen per task), retrieval, and custom MCP servers wired straight into the systems, data and tools you already run — so your product, ERP, CRM or plant floor gains intelligence without a rewrite.
AI Implementation & Adoption
From "we should use AI" to a system in production that people actually use. We select the use-cases that return, ready the data, ship the first workflow, put governance around it and train your team to own it.
Agent Development
Autonomous and semi-autonomous agents that do real work: read, decide, call tools and report back. Single agents, multi-agent teams and long-running operators — with guardrails, evaluations and human hand-off built in.
AI on the metal
When intelligence needs a body, we build it — trained, optimised and deployed to real devices, with the boards and firmware to match.
Hardware AI Training & Deployment
Models trained, quantised and deployed onto the hardware that will actually run them: ESP32-S3 and TinyML nodes, Raspberry Pi and Hailo accelerators, Jetson and GPU edge servers. On-device inference, OTA updates and fleet-wide model rollout.
AIoT & Edge Systems
Sensing, inference and control at the edge. Device fleets, Wi-Fi sensing (RuView / Ionify), mmWave presence and low-latency intelligence that runs where the data is born — and keeps running when the network does not.
Hardware, Firmware & Edge Compute
PCBs, ESP32 and Raspberry Pi nodes, LiFePO4 power architectures, rugged gateways and GPU/NPU edge servers — designed in KiCad and CAD, built, and shipped with production firmware. Solutionists across mechanical, electrical and IT.
Systems that hold
Production-grade software, data plumbing and hosting — built with a Native-AI workflow and engineered to keep paying for themselves.
Software Development
Full-stack software engineering: web applications, portals, APIs, desktop and mobile — Python, Rust, C/C++ and modern web stacks, containerised with Docker and backed by PostgreSQL, TimescaleDB or SQLite. Designed, built, tested and maintained.
Custom B2B Systems & Dashboards
Bespoke dashboards, internal tools, integrations and Remote Management Systems (RMS) engineered around how your operation actually runs — and built to grow with it.
Cloud, Data & Hosting
Data plumbing that actually holds: pipelines, APIs and live digital twins that mirror your operation — plus managed, secure hosting with backups, monitoring and sane TLS / DNS. We keep it online so you do not have to think about it.
Evidence first
Before we build, we measure. Audits, forensics and advisory that capture live evidence and rank every finding by Level of Effort against return.
Audit & Forensics
Evidence-first audits of websites, systems and infrastructure — performance, accessibility, SEO/AEO, security, forensics and cost — surfacing risk, waste and quick wins, each ranked by Level of Effort (LoE) versus return. We find the problem, lift the result, then prove the saving.
Technical Advisory
Founder-level technical guidance for owners and leadership: architecture reviews, technology selection, AI roadmaps and vendor-neutral second opinions — grounded in hands-on engineering across software, hardware and cloud.
Live Edge Lab
See the audit lens run on your own device. A real on-device micro-audit, live computer vision and sensor readouts — computed in your browser, nothing uploaded. A 20-second taste of how Ionity audits infrastructure.
Native-AI Integration
We are AI-native, not AI-bolted-on. Frontier AI models (vendor-neutral, chosen per task), retrieval, and custom MCP servers wired straight into the systems, data and tools you already run — so your product, ERP, CRM or plant floor gains intelligence without a rewrite.
MCP servers & connectors
Tools, resources and prompts that give models safe, scoped access to your files, databases, APIs and machines.
Retrieval & knowledge
RAG pipelines over your documents and telemetry — grounded answers with sources, not guesses.
In-product copilots
Assistants embedded in your own software, with permissions, audit trail and cost control.
AI Implementation & Adoption
From "we should use AI" to a system in production that people actually use. We select the use-cases that return, ready the data, ship the first workflow, put governance around it and train your team to own it.
Discovery & use-case scoring
Workshops that rank candidate workflows by value, risk and Level of Effort.
Pilot to production
A first workflow live in weeks — measured, hardened, then rolled out.
Governance & enablement
Policies, prompts, evaluation and hands-on training so the capability stays in-house.
Agent Development
Autonomous and semi-autonomous agents that do real work: read, decide, call tools and report back. Single agents, multi-agent teams and long-running operators — with guardrails, evaluations and human hand-off built in.
Task & workflow agents
Agents that run procurement, support, reporting, monitoring or operations loops end-to-end.
Multi-agent systems
Planner / worker / reviewer patterns, shared memory and orchestration via MCP.
Safety & observability
Permission scopes, evals, tracing and human-in-the-loop checkpoints as standard.
Hardware AI Training & Deployment
Models trained, quantised and deployed onto the hardware that will actually run them: ESP32-S3 and TinyML nodes, Raspberry Pi and Hailo accelerators, Jetson and GPU edge servers. On-device inference, OTA updates and fleet-wide model rollout.
Dataset & training
Collection, labelling and training for vision, audio, presence and sensor-fusion models on your real data.
Optimise for the target
Pruning, quantisation and compilation for microcontrollers, NPUs and GPUs — measured latency and power.
Deploy & keep current
Signed firmware, OTA model updates and telemetry so every node stays accurate in the field.
AIoT & Edge Systems
Sensing, inference and control at the edge. Device fleets, Wi-Fi sensing (RuView / Ionify), mmWave presence and low-latency intelligence that runs where the data is born — and keeps running when the network does not.
Edge inference
Models that run on-device for low latency, privacy and resilience when the link drops.
Wi-Fi & mmWave sensing
RuView & Ionify — presence, motion and vital signals from radio, no cameras.
Fleet telemetry
Provision, monitor and update device fleets with live dashboards and alerts.
Hardware, Firmware & Edge Compute
PCBs, ESP32 and Raspberry Pi nodes, LiFePO4 power architectures, rugged gateways and GPU/NPU edge servers — designed in KiCad and CAD, built, and shipped with production firmware. Solutionists across mechanical, electrical and IT.
Board & enclosure design
Schematic, layout, CAD enclosures and rapid prototyping through to small-batch production.
Firmware
C/C++ and Rust firmware with secure boot, OTA, watchdogs and structured telemetry.
Edge compute hardware
Purpose-built nodes, accelerators and gateways for on-site AI where uptime and privacy matter.
Software Development
Full-stack software engineering: web applications, portals, APIs, desktop and mobile — Python, Rust, C/C++ and modern web stacks, containerised with Docker and backed by PostgreSQL, TimescaleDB or SQLite. Designed, built, tested and maintained.
Web & portals
Fast marketing sites through to complex authenticated portals and customer platforms.
APIs & services
Documented, versioned, observable services — the backbone other systems rely on.
Lifecycle
CI/CD, testing, security updates and a maintenance plan so it stays healthy after launch.
Custom B2B Systems & Dashboards
Bespoke dashboards, internal tools, integrations and Remote Management Systems (RMS) engineered around how your operation actually runs — and built to grow with it.
Operational dashboards
Live views of production, fleet, finance or field data — the numbers that run the day.
Integrations
ERP, CRM, accounting, SCADA and IoT joined into one coherent flow.
Remote Management Systems
RMS for device estates: provisioning, health, updates and control from one place.
Cloud, Data & Hosting
Data plumbing that actually holds: pipelines, APIs and live digital twins that mirror your operation — plus managed, secure hosting with backups, monitoring and sane TLS / DNS. We keep it online so you do not have to think about it.
Pipelines & twins
Ingest, model and mirror the physical operation so decisions are made on reality.
Managed hosting
Resilient infrastructure for sites, APIs and apps — backups, TLS, DNS and uptime monitoring.
Observability
Metrics, logs and alerts across cloud and edge, with cost visibility built in.
Audit & Forensics
Evidence-first audits of websites, systems and infrastructure — performance, accessibility, SEO/AEO, security, forensics and cost — surfacing risk, waste and quick wins, each ranked by Level of Effort (LoE) versus return. We find the problem, lift the result, then prove the saving.
Six-dimension audit
Performance · Accessibility · SEO/AEO · Security · Forensics · Cost — captured as live evidence.
Prioritised path
Every finding scored by effort against return so the first fix is the one that pays.
Proof of saving
Before / after measurement and a report your board can read.
Technical Advisory
Founder-level technical guidance for owners and leadership: architecture reviews, technology selection, AI roadmaps and vendor-neutral second opinions — grounded in hands-on engineering across software, hardware and cloud.
Architecture & roadmap
Where your systems are, where they should go, and the sequence that gets there without waste.
Build / buy / partner
Vendor-neutral selection with total-cost and lock-in laid bare.
Fractional technical lead
Ongoing senior guidance without a full-time hire.
Not sure which you need?
Start with an audit or a short advisory call. We measure first, then recommend only what returns.
