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
Capabilities
Twelve disciplines.
Twelve disciplines.
One integrated stack.
Clean and composable — chosen à la carte or chained into a full digital twin. No overlap, no bloat, all return.
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, each ranked by Level of Effort (LoE) vs. return. We don't just find problems; we lift productivity and effectiveness, then prove the saving.
Web auditsForensicsCost savingsLevel-of-Effort (LoE)
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
Edge Computing Hardware
Purpose-built edge compute — rugged nodes, GPU/NPU accelerators and gateways that run AI inference and control on-site, where latency, privacy and uptime actually matter.
Edge nodesGPU / NPUGatewaysOn-site AI
Cloud Hosting Services
Managed, secure hosting for sites, APIs and apps — resilient infrastructure with backups, monitoring and sane TLS / DNS. We keep it online so you don’t have to think about it.
Managed hostingAPIsBackupsTLS / DNS
Software Development & Web
Full-stack software and web relations — from fast marketing sites to complex web apps, portals and integrations — designed, built and maintained with a Native-AI workflow.
Web appsWebsitesAPIsMaintenance
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, each ranked by Level of Effort (LoE) vs. return. We don't just find problems; we lift productivity and effectiveness, then prove the saving.
Web auditsForensicsCost savingsLevel-of-Effort (LoE)
Web & system audits
Performance, accessibility, SEO/AEO, security and forensics — scored with evidence.
Digital forensics
Capture, preserve and interpret the trail when something matters.
Level of Effort (LoE) return
Every finding is ranked by effort vs. saving, so you fix what pays first — maximising productivity and effectiveness per rand spent.
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.
Edge Computing Hardware
Purpose-built edge compute — rugged nodes, GPU/NPU accelerators and gateways that run AI inference and control on-site, where latency, privacy and uptime actually matter.
Edge nodesGPU / NPUGatewaysOn-site AI
Cloud Hosting Services
Managed, secure hosting for sites, APIs and apps — resilient infrastructure with backups, monitoring and sane TLS / DNS. We keep it online so you don’t have to think about it.
Managed hostingAPIsBackupsTLS / DNS
Software Development & Web
Full-stack software and web relations — from fast marketing sites to complex web apps, portals and integrations — designed, built and maintained with a Native-AI workflow.
Web appsWebsitesAPIsMaintenance
Not sure which you need?
Start with an audit. We'll measure, then recommend only what returns.
