AI systems that ship
in regulated industries.
We build production AI for banks and insurers — claims processing, customer support, and compliance automation with the guardrails regulators expect.
Where most teams get stuck
The work is not missing models. It is missing systems that survive real data.
Claims still sit in queues. Customers still wait on hold. Compliance still reads the same PDFs by hand — not because nobody tried AI, but because pilots rarely turn into production architecture.
Chatbots hallucinated. Demos looked good on slide decks. What is missing is retrieval you can audit, escalation paths operators trust, and instrumentation your risk team can defend.
We build that layer — so your teams ship AI they can run, not another abandoned pilot.
Proof in production
Three builds we would happily walk you through on a call.
When the stack is built for production
Outcomes we design workflows around — not slide estimates.
How we work with you
Discover, design, build, ship — usually in 6–14 weeks.
One senior path from first workshop to production. No bait-and-switch, no scope creep as a business model.
Discover
We map workflows, data boundaries, and compliance constraints so nothing important is hand-waved.
Design
Architecture, evaluation harnesses, and rollout plan — you see what we build, how we test it, and what done means.
Build
Production-grade implementation with observability, human escalation paths, and documentation your team can run.
Ship
Launch behind flags, watch real metrics, tighten loops with your operators and risk owners.
Why Topiax
Senior craft, end to end — not a rotating bench.
Same lead from discovery through production. Insurance, banking, payments, and regulated document workflows are where we spend our time.
Senior-only work
You work with a founder who has shipped to 20K+ users — not a rotating bench of juniors.
Production-grade, not demo-grade
Monitoring, tests, and audit trails are part of version one — not a Phase 2 promise.
Fintech specialist
We build for banks, insurance, and compliance-heavy workflows — not generic chatbots.
Trust by design
Security and compliance are not a Phase 2.
Financial services demand the highest standards. Every system we build is designed for regulated environments from day one.
Data sovereignty
Your data never leaves your environment. On-prem or private cloud.
Full audit trails
Every AI decision is logged with its source documents and reasoning.
Human oversight
Escalation paths built into every workflow. AI never acts alone.
Compliance-ready
Documentation for your compliance team from day one. SOC-2 friendly.
Free resource
The AI Agent Starter Kit
A practical pack to go from “interesting agent demo” to something your risk and ops teams can actually approve — patterns, checklists, and evaluation habits we use on real bank and insurer builds.
- •Grounding and citation patterns for regulated Q&A
- •Human escalation and audit logging checklist
- •What to instrument before you invite real users
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Next step
Ready to build AI that actually ships?
Book a free 30-minute call. If we are not the right fit, we will say so.