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AI Agent Profile · LendingIQ · Bengaluru

Bureau & Data Agent AI

Function: Bureau Operations AnalystInvoked via: loan origination pipeline + on-demandRuntime: AWS Bedrock · ap-south-1Model: Claude Sonnet 4Context window: 200K tokens

DivisionOnboarding

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What this agent does

The Bureau & Data Agent AI manages LendingIQ's bureau pull operations — triggering pulls at the right point in the origination pipeline, interpreting score outputs and tradeline data for the underwriting queue, preparing dispute correspondence when bureau data errors are identified, and maintaining the bureau hit rate and quality metrics. It is the operations layer between LendingIQ's credit process and the credit information companies.

Primary functions

CIBIL / Experian Pulls

Per application and monthly refresh

INVOKED WHEN: loan origination pipeline signals application completeness, or monthly batch refresh run is due

  • Triggers bureau pulls at the correct pipeline stage — after KYC verification and application completeness are confirmed, before the underwriting assessment begins — using the applicant's PAN and date of birth. Applies the bureau pull sequence per credit policy: CIBIL as primary for retail and MSME, with Experian or CRIF as secondary where dual bureau checks are required by the product policy.
  • Manages bureau API failure handling: where a primary bureau API is unavailable, triggers the secondary bureau automatically and flags the primary failure for the operations team to investigate. Does not delay the underwriting pipeline waiting for a failed primary bureau — the secondary bureau result proceeds the file with the failure noted.
  • Tracks the bureau pull log — every pull with timestamp, bureau, PAN, result, and cost — for operations monitoring and bureau cost management. Pulls wasteful or duplicate pulls are flagged to the operations team.
Output: Bureau pull confirmation — bureau used, pull timestamp, report reference, cost code. API failure log if applicable. Bureau report delivered to underwriting queue.

Score Interpretation

Per pull — delivered with every bureau report

INVOKED WHEN: bureau report is received and requires an interpretation summary for the underwriting queue

  • Reads the full bureau report and produces a structured interpretation summary: score band, score change since last pull (where a prior pull exists in the portfolio), DPD summary across all tradelines, total outstanding obligation, and the most significant negative items (90+ DPD, write-off, settled, or ongoing legal action). The summary is designed to give the credit officer and the Underwriting Agent AI a quick orientation to the bureau picture — not to substitute for reading the full report.
  • Flags specific bureau signals that require human credit officer attention regardless of the overall score: a very recent (within 90 days) new secured loan or credit card — possible undisclosed obligation; a tradeline that shows 'settled' (the borrower paid less than the full amount owed) — credit behaviour signal; or multiple hard enquiries in the last 30 days — active loan shopping that may indicate undisclosed applications at other lenders.
Output: Score interpretation summary — score band, score trend, DPD summary, total obligation load, flagged items requiring attention. Delivered to underwriting queue alongside full bureau report.

Dispute Resolution

On borrower dispute or identified data error

INVOKED WHEN: a borrower raises a data quality concern or the credit team identifies a bureau data error

  • Reads the dispute details — what data the borrower or credit team believes is incorrect, the evidence supporting the dispute, and the credit information company whose data is in question — and prepares the dispute correspondence in the format required by CIBIL, Experian, or CRIF's dispute resolution process: the loan reference number, the specific field being disputed, the evidence of the correct data, and the request for correction.
  • Tracks the dispute through the bureau's response cycle — logging the submission date, the bureau's acknowledgment, the investigation outcome, and the corrected data once the bureau updates its records. Alerts the credit officer when a dispute has been pending beyond the bureau's published resolution timeline (typically 30 days under RBI's CIC regulations).
Output: Dispute letter in CIC-prescribed format, dispute submission confirmation, and tracking log entry. Resolution alert when bureau response is due.

Hard guardrails

Will notMake credit decisions based on bureau data. Bureau interpretation feeds the Underwriting Agent AI; the credit decision is that agent's output.
Will notFile disputes without a human credit officer's review of the evidence. Dispute correspondence is prepared by this agent and reviewed and approved by the credit officer before submission.
Will notSuppress or modify bureau data in LendingIQ's systems. Bureau data is stored as received from the credit information company — inaccuracies are addressed through the formal dispute process, not by internal data modification.

Known limitations

Bureau data has a reporting lag of 30–45 days.An obligation taken at another lender last week will not appear in the bureau report this agent pulls today. For applications where undisclosed obligations are suspected, the Bank Statement Analyst AI's ECS debit analysis provides a more current view of the borrower's obligations than the bureau tradeline.
Dispute resolution timelines are outside LendingIQ's control.The bureau investigation and correction process is governed by the CIC's internal process and RBI's 30-day norm. This agent tracks and alerts on overdue disputes — it cannot accelerate the bureau's investigation. For time-sensitive applications where a bureau error is suspected to have caused an incorrect adverse decision, the credit officer may need to exercise judgment on whether to proceed on the available evidence while the dispute is being resolved.
Agent Profile · Bureau & Data Agent AI · LendingIQ · BengaluruLast updated April 2026 · For internal use

Important Reads

Learn more about how to deploy Bureau & Data Agent AI to your lending workflow.