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Regional banking group · Financial Services & Insurance

Regional Bank Cuts KYC Review Time by 60%

A regional bank unified document intake, extraction, validation, and case preparation for KYC workflows—keeping analysts in control while removing the manual assembly work.

-60%average case review time
99.2%field-level extraction accuracy
4 moto production across three lines

About the client

A regional banking group with retail and commercial lines, operating under multi-jurisdiction KYC and AML obligations across three onboarding workflows: retail accounts, commercial relationships, and vendor partners.

The challenge

KYC onboarding required specialists to assemble identity documents, business records, and disclosures from fragmented systems. Manual data entry and routing stretched case cycle times and pulled senior analysts away from genuinely ambiguous risk judgments. Quality varied by operator, exception handling was inconsistent across branches, and every regulatory examination re-opened the same documentation gaps.

The engagement

Global AI Nexus built a document intelligence pipeline that classifies submissions, extracts structured fields with confidence scores, validates them against systems of record, and prepares an evidence-linked case file for the analyst.

Low-confidence and high-stakes extractions route to human review by design, and every automated step produces an audit trail aligned to the bank’s compliance obligations.

Working sessions with the compliance team mapped every field to its regulatory purpose before automation touched it—so the pipeline’s evidence structure matched examination expectations from the first case, not after the first finding.

In their words

Our analysts were knowledge workers doing data entry. The system didn’t replace their judgment—it stopped wasting it. Cases now arrive pre-assembled, and we decide rather than type.

Head of Onboarding Operations, Regional banking group

The results

  • 01Average case review time fell 60%, measured across the first three months in production.
  • 02Field-level extraction accuracy reached 99.2% on the validated document set.
  • 03Analysts now open cases with evidence pre-assembled and cited.
  • 04The same pipeline extended to vendor onboarding with configuration only—no new engineering.
  • 05Regulatory examinations now draw on complete, queryable audit trails instead of sampled paper files.

GAINX systems deployed

The solution systems behind this outcome.

01

Enterprise AI Systems

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02

Generative AI Engineering

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