Your AI works in a
demo. We make it
work in production.
Topiax is an AI R&D consultancy that helps engineering teams ship production-grade AI systems. Architecture, development, deployment — no demos, no decks, no theater.
Most AI projects die in staging.
Your prototype works. Your team is excited. Then reality hits.
The RAG pipeline chokes on real documents. LangChain costs spiral past $400 a day. The deployment falls over at 500 concurrent users. Latency you could live with in a demo becomes unacceptable in production.
This is not a model problem. It is an architecture problem.
And it is the exact gap we close.
Research-grade rigor.
Production-grade delivery.
Topiax is led by Cyprian Aarons, an AI engineer with eight years shipping production systems — from zero to 20,000+ users, from single-server MVPs to distributed architectures handling thousands of concurrent requests. Every engagement draws on systems we have actually built, broken, fixed, and scaled.
Three tracks.
One engineering bar.
Closed-loop delivery.
Zero theater.
Every engagement follows a tight loop.
Technical audit → architecture design → prototype → stress test → production deployment → monitoring. No shelfware, no speculative research — only systems that survive real load, documented so your team can own them after we hand off.
See our process“I have been shipping production AI systems for eight years — from zero to 20,000+ users, from single-server MVPs to distributed architectures handling thousands of concurrent requests. Every engagement at Topiax draws on systems I have actually built, broken, and fixed.”
