AI agents for financial services: quality, maintenance and supply chain
Financial services has the clearest AI economics of any sector we work in and the highest bar for evidence. Every model output may need to be explained to a regulator, a customer, or a court. We build accordingly.
Where agents earn their place in financial services
Four deployment patterns we see repeatedly in this sector. Each is scoped as a single workflow rather than a programme.
Claims adjudication agent
Reads the claim and supporting documents, applies policy terms, settles what is clear-cut, and routes the rest with the evidence organised.
Underwriting copilot
Assembles the credit file, extracts financials from statements, checks policy conditions, and drafts a recommendation the underwriter can audit line by line.
Fraud & anomaly monitoring
Scores transactions in real time against learned behaviour, tuned to your false-positive tolerance rather than a vendor default.
KYC & document review
Extracts and verifies onboarding documents, checks them against watchlists and internal policy, and files a reviewable record.
Which pillars typically apply here
Most financial services engagements combine two or three of our five pillars. We scope the combination to the use case rather than selling the stack the panel alongside is the sort of view an agent in this sector produces.
Explore all five pillarsWhere else we work
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Explore sectorQuestions buyers ask us first
Tell us the process you would automate first.
We will come back with a point of view on whether an agent fits it, what it would take, and what it would be worth usually within one business day, and not as a scheduled sales call.