AI agents for financial services
Straight-through processing, with brakes.
Finance teams live in the gap between systems: invoices that don't match POs, KYC files missing one document, reconciliations that need a human eye. MavenThink agents close that gap — extracting, matching, and escalating only the exceptions that deserve attention.
Sound familiar?
- Invoice exceptions eat AP productivity
- KYC and onboarding files require document-by-document review
- Reconciliation breaks demand manual investigation
- Auditors need evidence trails that spreadsheets can't provide
What teams automate first
Invoice OCR & three-way match
Extract line items from any invoice layout, match against POs and receipts, and route only exceptions to AP staff.
KYC document processing
Verify completeness of onboarding files, extract identity data with confidence scores, and escalate anomalies to compliance.
Reconciliation investigation
Agents trace breaks across statements and ledgers, assemble the evidence, and propose resolutions for approval.
Regulatory report drafting
Compile recurring filings from source data with every figure linked to its origin — reviewed and signed off by your team.
Compliance posture
SOX-friendly controls
Segregation of duties via RBAC, approval gates on sensitive actions, and immutable decision records.
GLBA-aligned data handling
Customer financial data stays encrypted, access-scoped, and tenant-isolated.
Examiner-ready evidence
Every automated step is traced; every human override is attributed.
Frequently asked questions
Can agents handle invoices from thousands of different vendors?
Yes — extraction is schema-first and layout-agnostic. You define the fields; the AI finds them across formats, with confidence scores and human review for the long tail.
How do approvals work for payment-adjacent actions?
Any tool or workflow step can be marked approval-required. The run pauses, the right role gets notified with full context, and the decision is recorded permanently.
Does MavenThink integrate with our ERP?
Connectors and MCP integrations link agents to systems like NetSuite and Salesforce, with per-tool permissions and call-level logging.