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Major project Banking & Fintech

KYC review and loan pre-check agent

An agent that checks a KYC and loan file against the rules, lists what is missing and prepares the file for an officer.

The brief

Loan files bounce back and forth because a document is missing or a rule is not met. Build an agent that collects applicant details, checks the KYC documents and eligibility rules with tools, drafts a request for anything missing, and prepares a clean file for a human officer, who approves every action. Good looks like: rules as tools, a human approval step, a test set of synthetic files with known issues, and success rate and cost per file.

What you will build

  1. Write synthetic KYC and loan files with known issues
  2. Turn KYC and eligibility rules into tools
  3. Build the agent with LangGraph and a human approval step
  4. Draft customer requests for missing documents
  5. Evaluate issues found, false flags and cost per file
  6. Protect personal data and log every decision

Free, open data to build it with

Check each dataset's licence before you publish your work. Your mentor gives your team its own version of the brief (data, scope or region), so every team's project is its own.

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