What do fintechs need from AI that banks do not?
Speed with a defensible audit trail, because you are being diligenced by partners and regulators at the same time as you are shipping. The highest-return work is usually the compliance and security questionnaire load that slows every enterprise deal, plus support automation that scales without headcount. Both are internal, both are measurable, and both remove a growth constraint rather than adding a feature.
- Increase revenue
- Improve operational efficiency
- Reduce cost
Fintech
The growth constraint is usually paperwork
A fintech selling to enterprises spends more time on security questionnaires and diligence than on the product decisions that actually differentiate it. The same forty questions arrive from every prospect, worded differently, and each round takes a week of an engineer’s or a compliance lead’s attention.
That is a retrieval and drafting problem over your own material. It is also the single fastest thing to fix, and the return shows up in deal cycle time.
What we build
Questionnaire and diligence response drafted from your policy corpus and prior answers, with a human approving each one. Underneath it, SOC 2 and ISO control mapping so the certifications and the policies agree, because the drafts are only as good as the corpus behind them.
Support automation and agent assist, which is how a growing fintech serves more customers without a linear headcount line. Scoped to the contact types that are genuinely deflectable, with escalation designed before launch.
Transaction monitoring alert triage, where the model prioritizes and assembles context and an analyst decides. Every decision logged, every action reversible. Nothing auto-closes.
What we will tell you
An alert queue that auto-closes is a regulatory finding waiting to happen, and we will not build it whatever the vendor demo showed. Triage and prioritization, yes. Disposition without a person, no.
Typical projects
- Security questionnaire and diligence response drafted from your policy corpus and prior answers
- SOC 2 and ISO control mapping traced into the policies that actually govern operations
- Support automation and agent assist that scales with volume rather than headcount
- Transaction monitoring alert review triage, with every decision logged and reversible
- Onboarding and KYC document handling
The same work, by business function
How it starts
A three-week assessment scoped to this area: where the hours actually go, what is worth building, and what to fix first. You keep the findings whether or not there is a next part.