AI Strategy & Architecture Consultancy · Pretoria
Your senior staff are spending hours on work AI agents handle in minutes.
ConceptLABS finds where AI delivers the highest return in your operations and designs the multi-agent systems to capture it. Strategy and architecture only — independent from implementation.
No pitch. If we're not the right fit, we'll say so.
The Challenge
The gap between AI experiments and AI operations
Your experts are trapped in process
Document review. Decision routing. Report compilation. Compliance checking. These are patterns, not problems that need human intuition — yet your most experienced people spend hours on them daily.
AI experiments haven't reached production
ChatGPT trials, copilot tests, maybe a prototype. But nothing runs in a real workflow. Nothing delivers operational return. The gap between demo and deployment is where most AI investments die.
You have tools, not systems
Individual AI tools solve individual problems. Operations need coordinated systems — multiple agents sharing context, routing decisions, escalating to humans. Without architecture, you have automation fragments. With architecture, you have operational capacity.
This is the gap we close. Not with more tools. With systems designed for your operations.
What We Do
Three services that move you from experiments to operations
20+ years
in production systems
The Founder
20 years of production software. Now applied where it matters most.
ConceptLABS was founded by Theuno de Bruin — not as a pivot to AI, but as a structural response to a pattern he saw across 150+ shipped products: the projects that succeed have rigorous strategy and architecture before code. The failures skip that step.
After managing mobile development at FNB (millions of users, zero-downtime banking), leading mobility systems at Edcon, and shipping products for Toyota SA, Coca-Cola, and Intercare through Spaza! Dot Tech — Theuno built ConceptLABS to provide the strategic layer AI systems demand. Independent from implementation, so your architecture serves your business, not a developer's roadmap.
When the blueprint is ready, our sister company Spaza! Dot Tech can build it — or your own team can. The strategy stands on its own.
- FNB — Mobile Development Manager
- Edcon — Mobility Systems Executive
- CEO, Spaza! Dot Tech (150+ products shipped)
- Enterprise clients: Toyota SA, Coca-Cola, Intercare
- 20+ years building production systems
A mid-size operations firm engaged ConceptLABS to audit 14 workflows across three departments. The AI Opportunity Report identified seven high-ROI agent opportunities. Architecture design is now underway for the top three.
Case studies will be published as engagements complete.
Ready to start
Ready to find out where AI fits?
Book a free 30-minute strategy call. You'll walk away with a clear recommendation: which service fits your situation, estimated timeline, and what to budget for. Engagements are scoped individually — the Readiness Assessment is our lowest-commitment starting point.
No pitch. No pressure. If we're not the right fit, we'll say so.