About Cyprian Aarons

Build reliable AI with a senior engineer.

I help teams choose the right AI problem, build the system, test it under real conditions, and hand it over clearly.

8+: Years building operational software
20K+: Users served in production
1:1: Principal-led delivery

Abstract paper inputs becoming one bounded operating workflow — From one business problem to a working system

Operating principles

Quiet Room philosophy

I prioritise clinical precision over rapid, reckless deployment. When we engage, we are not experimenting - we are executing a considered, strategic plan designed to mitigate risk while maximising operational efficiency.

Peer-to-peer, not vendor-to-client

I operate as a trusted technical partner, not a salesperson. I will tell you when AI is the wrong solution, when the smallest next move is nothing, and when the real problem is infrastructure rather than intelligence.

Architectural rigour, not magic

I do not sell 'magic' AI solutions. I provide the architectural rigour required to make AI work reliably in high-stakes environments - claims processing, fraud detection, compliance automation, and beyond.

Professional tenure

Founder & Principal

Topiax

2023 - Present

Leading technical strategy and risk management for enterprise AI deployments in financial services. Directing the architectural overhaul of legacy systems into secure, compliant ML pipelines.

Co-founder & CTO

Africai

2019 - 2023

Built and scaled foundational infrastructure for pan-African data analytics platforms. Established secure data governance frameworks in emerging markets.