Twenty‑one services.
One integrated stack.
Five pillars — Native-AI, edge & hardware, software & cloud, assurance, and a new 2026 trending track built for where global demand is heading. 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.
Ahead of the curve
Nine services for where global demand is heading — private and sovereign AI, securing AI itself, preemptive defence, physical AI and provable trust. They line up with the shifts named in Gartner’s Top Strategic Technology Trends for 2026 — and with what we already build every day.
Sovereign & Offline AI
Private AI that never leaves your building. Local LLMs, domain-tuned small models and on-prem inference servers — air-gapped where it matters, built for data residency and POPIA, and still working when the internet is not.
AI Security & Red-Teaming
Your AI is a new attack surface. We red-team chatbots, RAG apps, agents and MCP servers for prompt injection, data leakage, tool abuse and over-broad permissions — then fix what we find and prove the fix.
Preemptive Cyber Defence
Stop it before it lands. AI-assisted network monitoring, hardening and deception that anticipate and block attacks instead of cleaning up after them — from the home office to the plant floor.
Physical AI & Robotics
Intelligence with a body. Machine-vision cells, autonomous inspection, robotic and drone payloads — sensing, deciding and acting in the real world, engineered from the bracket to the model.
Predictive Maintenance & Industrial AI
Fix it before it fails. Vibration, thermal, current and acoustic sensing feeding models that forecast failure and raise the work order — data acquisition, PdM and CMMS as one closed loop.
Energy & ESG Intelligence
Measure every kilowatt, then cut it. Smart sub-metering, solar and battery orchestration, ML load-shifting and carbon-ready reporting — so energy cost and ESG data come from the same evidence.
AI Search Visibility (GEO)
Be the answer, not a blue link. We make your business findable, correctly described and cited by AI assistants and AI search — structured data, llms.txt, entity clean-up and answer-ready content.
Digital Provenance & Trust
Prove what is real. Signed builds, software bills of materials, content credentials and tamper-evident evidence chains — so your code, documents and media carry their own proof of origin.
AI Literacy & Team Enablement
Tools are easy; skills are the gap. Hands-on AI literacy programmes, safe-use policies and developer enablement — from the boardroom to the workshop floor, with ProGramerly setting up every dev machine in one run.
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.
Sovereign & Offline AI
Private AI that never leaves your building. Local LLMs, domain-tuned small models and on-prem inference servers — air-gapped where it matters, built for data residency and POPIA, and still working when the internet is not.
On-prem inference
Workstation, rack or edge-box deployments running open-weight models fully offline — GPU or CPU, sized to the job.
Domain-specific models
Small models fine-tuned and evaluated on your own documents and telemetry — more accurate in your domain and cheaper to run.
Sovereign by design
Data stays in-country and in your custody: residency, access control and an audit trail designed in from day one.
AI Security & Red-Teaming
Your AI is a new attack surface. We red-team chatbots, RAG apps, agents and MCP servers for prompt injection, data leakage, tool abuse and over-broad permissions — then fix what we find and prove the fix.
Adversarial testing
Structured attacks on chat, RAG and agent flows: injection, jailbreaks and exfiltration through tools, files and documents.
Permission & tool audit
Every agent and MCP tool reviewed for least privilege, scoping, secrets handling and human approval points.
Guardrails that hold
Input/output filtering, policy evaluations and monitoring wired into production — then a re-test to show it worked.
Preemptive Cyber Defence
Stop it before it lands. AI-assisted network monitoring, hardening and deception that anticipate and block attacks instead of cleaning up after them — from the home office to the plant floor.
Network guardian
Always-on, AI-assisted monitoring of traffic and devices on your own hardware — anomalies flagged before they become incidents.
Attack-surface reduction
Exposure scans, patching and configuration hardening, with IoT and OT devices segmented off the business network.
Deception & testing
Decoys that expose intruders early, plus authorised penetration tests that show you what an attacker would see.
Physical AI & Robotics
Intelligence with a body. Machine-vision cells, autonomous inspection, robotic and drone payloads — sensing, deciding and acting in the real world, engineered from the bracket to the model.
Perception
Cameras, radar, LiDAR and Wi-Fi sensing fused into one picture of the space — processed on-device.
Decision & control
Edge models and control loops that act in milliseconds, with safety interlocks and human override built in.
Build to deploy
Mechanical design, fabrication, wiring and firmware in-house — from prototype to a field-ready unit.
Predictive Maintenance & Industrial AI
Fix it before it fails. Vibration, thermal, current and acoustic sensing feeding models that forecast failure and raise the work order — data acquisition, PdM and CMMS as one closed loop.
Data acquisition
Retrofit sensors and edge gateways on the machines you already run — no rip-and-replace.
Prediction
Models that learn each asset’s normal and flag drift early, with the evidence attached.
Action
Alerts become scheduled work orders in your CMMS, with downtime avoided and money saved tracked.
Energy & ESG Intelligence
Measure every kilowatt, then cut it. Smart sub-metering, solar and battery orchestration, ML load-shifting and carbon-ready reporting — so energy cost and ESG data come from the same evidence.
Meter & map
Sub-metering and IoT telemetry that show where power actually goes — per line, per machine, per shift.
Optimise
ML scheduling across grid, solar and battery to shave peaks, cut tariffs and ride through outages.
Report
Audit-grade energy and emissions data, ready for ESG and sustainability reporting.
AI Search Visibility (GEO)
Be the answer, not a blue link. We make your business findable, correctly described and cited by AI assistants and AI search — structured data, llms.txt, entity clean-up and answer-ready content.
Visibility audit
How ChatGPT, Claude, Gemini, Perplexity and AI search engines describe you today — and where they get it wrong.
Machine-readable you
JSON-LD, llms.txt, sitemaps and clean entity signals so models resolve the right company — the same playbook this site runs on.
Answer-ready content
Pages written to be quoted: clear claims, sources and FAQs that assistants can cite back to you.
Digital Provenance & Trust
Prove what is real. Signed builds, software bills of materials, content credentials and tamper-evident evidence chains — so your code, documents and media carry their own proof of origin.
Software supply chain
SBOMs, dependency checks, signed releases and reproducible builds for everything you ship.
Content authenticity
Hashing and content credentials on documents, images and video — plus tamper and deepfake checks on what you receive.
Forensic records
Timestamped, hash-chained evidence designed to hold up in an audit or a dispute.
AI Literacy & Team Enablement
Tools are easy; skills are the gap. Hands-on AI literacy programmes, safe-use policies and developer enablement — from the boardroom to the workshop floor, with ProGramerly setting up every dev machine in one run.
AI literacy
Practical, role-based sessions for leadership and staff: what AI can do, where it fails and how to use it safely.
Policy & governance
Acceptable-use, data-handling and review policies that match how your team actually works.
Developer enablement
AI-native dev environments, coding agents and MCP toolchains — provisioned with ProGramerly and taught on your own codebase.
Not sure which you need?
Start with an audit or a short advisory call. We measure first, then recommend only what returns.
