We don’t ship AI demos. We ship AI systems.
The hard part of enterprise AI was never the model. It’s the data contract that breaks at 3am, the evaluation nobody trusts, the compliance review that kills the launch, and the cost curve nobody modelled. That’s the work we do.
Pilots don’t fail on the model. They fail on the path to production.
Most enterprise AI never ships.
The notebook works. The demo impresses. Then it meets real data, real volume, real compliance and real cost — and no one owns the path from there to a governed production system. The pilot quietly dies, and the budget with it.
Governed AI, in production, on your numbers.
AI under real load with evaluation, guardrails, observability and cost control engineered in — measured against a business case agreed before we started. A system your teams can run and your board can account for.
What we actually build with.
Not a logo wall. The components we engineer and the discipline around them.
Where this earns its budget.
Real-time fraud intelligence
Decisioning models in the payment path — explainable, governed, sub-10ms. Measured on fraud prevented and false-positive cost, not accuracy alone.
Document & process automation
High-volume document understanding with human-in-the-loop review and a hard audit trail. Measured on handling time and error rate.
Domain copilots
Retrieval-grounded assistants built on governed knowledge with citations — not open-ended generation.
Support deflection
Contained, evaluated conversational systems with escalation paths. Measured on resolved-without-human, safely.
This capability lives in the first three stages.
AI work is highest-risk for budget. That’s why it’s front-loaded into Proof and Roadmap — the business case and architecture are settled before serious build.
Related outcomes.
97% detection accuracy, $12M prevented
Real-time fraud intelligence for a Tier-1 bank — modelled in Proof, engineered through Implement.
How AI changes the economics of risk
The full industry view: where AI moves the numbers in banking, and what we build there.
Have an AI initiative that needs to ship?
Start with Proof. We’ll model the commercial case before proposing a build — and tell you honestly if the number isn’t there.
Model my ROI →