AI agents for fintech that clear KYC, fraud, and reconciliation work inside your own systems
Gaper builds and deploys production AI agents for fintech and financial services teams, running KYC/KYB, fraud triage, reconciliation, and compliance reporting in your cloud with a full audit trail. Every action that touches money waits for a human to approve it.
AI agents for fintech are software agents that run financial operations and compliance workflows like KYC/KYB, AML and fraud alert triage, transaction reconciliation, and dispute handling end to end, with guardrails, an audit trail, and human approval required before any action moves money.
Fintech ops and compliance teams drown in queue work: KYC reviews, AML alert backlogs, transaction breaks, dispute filings, and regulatory reports that all require pulling data from five systems and applying rules by hand. Point-SaaS tools cover one slice each and leave the glue work, judgment, and audit burden on your analysts. Generic AI demos look impressive but never touch your ledger, your KYC vendor, or your case management system, so the actual workload never moves.
- Does it touch real systems?
- Can the outcome be measured?
- Where does human approval stay?
- Who owns it after launch?
Book a free assessment. We will identify one high-leverage workflow, make the build-vs-buy call, and scope the smallest production release.
From strategy to production, owned by your team.
- 01
Map the workflow
We start from the documents, systems, and edge cases your team handles today, then turn the repeatable path into an agent workflow map.
- 02
Build the supervised agent
We build on the right model for the job, with retrieval, evals, guardrails, and human approval gates where the work carries risk.
- 03
Connect your systems
The agent gets the data, APIs, and write-backs it needs to finish work inside your systems of record, not beside them.
- 04
Sandbox, verify, go live
We launch in a sandbox, verify every run, then move into supervised production with traces, rollback, and an owner.
Agents wired into the systems you already run.
KYC/KYB and onboarding review
Agents pull identity, business registry, and document data, run your verification logic, summarize the case, and flag the edge cases for a human reviewer. They cut clear-path onboarding time without removing the analyst from borderline decisions.
AML and fraud alert triage
Agents enrich each alert with transaction history, counterparty data, and prior cases, then draft a disposition with cited evidence. Analysts approve, escalate, or file a SAR; the agent never auto-closes or auto-files on its own.
Transaction reconciliation
Agents match ledger entries against processor, bank, and Plaid feeds, explain each break in plain language, and propose the correcting entry. Anything that posts to the ledger goes through a human approval step first.
Dispute and chargeback handling
Agents assemble evidence packets from Stripe and your records, draft the representment, and track deadlines across the card network windows. The agent prepares; a person decides whether to submit.
Compliance reporting
Agents compile recurring regulatory and internal reports from source systems, reconcile the numbers, and leave a traceable record of every input. Reviewers see exactly where each figure came from before sign-off.
Evals, guardrails, and audit trail
Every agent ships with evals tied to your acceptance criteria, guardrails on risky actions, a named human approver, and a full audit log of inputs, reasoning, and outputs. You own the code and can read every decision after the fact.
Deployed in your cloud, with money moves gated by a human
Financial workloads carry real liability, so the deployment model matters as much as the model. Gaper runs agents inside your cloud or VPC, against your real systems, and gates every action that moves money or files with a regulator behind explicit human approval. Nothing posts to the ledger, closes an alert, or submits a dispute without a person signing off.
- Runs in your cloud or VPC, no customer data on shared infrastructure
- Human approval required before any money-moving or filing action
- Full audit trail of every input, decision, and output
Low confidence, policy exception, or protected data.
Where fintech point-SaaS stops
Vertical SaaS tools each solve one piece: a KYC vendor, a fraud scoring engine, a reconciliation product. They do that piece well, then hand the integration, judgment calls, and cross-system glue back to your team. Gaper builds agents that operate across those tools and your own systems, doing the connective work the products leave behind. When a product is genuinely the right answer for a workflow, we will tell you to buy it rather than build around it.
- Point tools cover one workflow; agents span the chain across systems
- Agents call your existing vendors instead of replacing them
- Honest guidance when buying a product beats building an agent
Use a product when the workflow is standard and the data path is simple.
Fast startLess controlBuild when integration, compliance, or differentiation decide the outcome.
Your stackYour codeModel-agnostic, with an owner and evals from day one
Gaper is model-agnostic and picks the model per workflow, swapping OpenAI, Claude, Gemini, or open models as the economics and accuracy shift. Each agent ships with evals tied to your acceptance criteria, a named human owner, and guardrails on risky steps. This is implementation work, not staffing: you get production agents and the code, not contractors or seat-based access.
- Model choice tuned per workflow and swapped as models improve
- Evals and guardrails wired in before launch, not bolted on later
- An accountable owner per agent and code you keep
Access your auth
Data your environment
Ops monitor or handoff
Questions buyers ask us.
What are AI agents for fintech?+
Where do the agents run, and is our data safe?+
Can an agent move money or close an alert on its own?+
How is this different from the fintech SaaS tools we already use?+
Which AI models do you use?+
Is Gaper a staffing or recruiting firm?+
Ready to deploy your first agent?
Book a free 30-minute assessment. We'll map the highest-leverage workflow and scope the smallest thing worth shipping, live in as little as 24 hours.