AI systems that ship
in regulated industries.

We build production AI for banks and insurers — claims processing, customer servicing, and compliance automation with the guardrails regulators expect.

AI purpose-built for regulated finance.

We work where the data is messy, the rules are real, and the operators have to live with the system.

Claims operations

FNOL intake, document extraction, triage, and adjuster routing — with retrieval you can audit and escalation paths your operators trust.

Customer servicing

Case management, policy and account retrieval, and escalation workflows that respect the rules your contact-centre already runs by.

Compliance & risk

KYC and AML automation, regulatory reporting, and instrumentation your risk team can defend in audit and review.

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.

75%
of AI projects never make it from pilot to production.
Source: Gartner2024

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.

1

Discover

We map workflows, data boundaries, and compliance constraints so nothing important is hand-waved.

Week 1–2
2

Design

Architecture, evaluation harnesses, and rollout plan — you see what we build, how we test it, and what done means.

Week 2–3
3

Build

Production-grade implementation with observability, human escalation paths, and documentation your team can run.

Week 3–10
4

Ship

Launch behind flags, watch real metrics, tighten loops with your operators and risk owners.

Week 10+

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.

cyprian@topiax.xyz