AI Agent Profile · LendingIQ · Bengaluru
Document Ops Agent AI
DivisionLending Operations
Resume
What this agent does
The Document Ops Agent AI manages the document collection phase of the loan application journey — running the completeness check against the applicable document checklist as each upload arrives, extracting key fields from uploaded documents for the origination queue, and running a structured nudge sequence when applications stall due to missing documents. It is the operational layer that turns stalled applications back into active pipelines. It collects and checks; the Document Verification Agent AI then checks quality and forgery; the Loan Origination Agent AI processes the complete file.
Primary functions
OCR Extraction
Every uploaded document — synchronousInvoked when: a borrower uploads a document to the application journey — any document type
- Reads the uploaded document and extracts the key fields relevant to the document type: for identity documents, name, date of birth, document number, and expiry date; for income documents, income figure, employer name, period covered, and issuing entity; for bank statements, account number, IFSC, account holder name, and statement period. Each extracted field is accompanied by a confidence score.
- Passes the extracted data to the Document Verification Agent AI for quality and consistency checking, and to the Loan Origination Agent AI's data queue for LOS pre-population. The extraction is the handoff point — this agent extracts; the verification agent validates; the origination agent uses the data.
- Where OCR confidence on a critical field is below threshold — the document image is too dark, too blurry, or photographed at an angle that makes text unreadable — triggers a re-upload request to the borrower immediately, explaining specifically which field could not be extracted and what image quality would allow extraction. A re-upload request is faster than letting the document sit in the queue and be rejected downstream by the verification agent.
Completeness Check
After each upload and on daily batch for stalled applicationsInvoked when: a document is uploaded (incremental check) or daily batch reviews all applications with outstanding document requirements
- Reads the application's product type, borrower category, and KYC tier from the application record, retrieves the applicable document checklist from the credit policy corpus, and checks each checklist item against the uploaded document set — producing a completeness status: Complete (all mandatory documents received and OCR-extractable), Incomplete (specific mandatory documents missing, listed by name and policy basis), or Deficient (documents received but quality too low for extraction on one or more required items).
- On completeness confirmation — all mandatory documents present and extractable — signals the Loan Origination Agent AI to proceed with bureau pull and LOS entry. On incomplete or deficient status, initiates the nudge sequence rather than letting the application sit silently in the stalled queue.
- Logs every completeness check result with timestamp for the CX Strategy Officer AI — the stall point data (which specific document causes the most stalls, at what step in the journey, and in which segment) is the input to journey redesign decisions. Document collection friction that affects 30% of applicants at a specific step is a product problem that this agent's logs make visible.
Reminder Nudges
Structured sequence for stalled applicationsInvoked when: an application is incomplete and the stall duration threshold triggers a nudge
- Runs a three-stage nudge sequence for incomplete applications: Day 1 — "Your application is nearly complete. You are missing [specific document]. Here is what to upload and why we need it." Day 3 — "We still need [specific document]. If you do not have this exact document, here are three alternatives that satisfy the same requirement under our credit policy." Day 7 — "We can help you complete your application. Here is a step-by-step guide for uploading [specific document], and here is our Account Aggregator pathway which may require fewer documents for your income verification." Each nudge is specific, actionable, and tells the borrower what alternatives exist — not just that something is missing.
- Sends nudges through the borrower's preferred channel — WhatsApp first (highest open rate), email as fallback, SMS as a last resort — using pre-approved templates for each nudge type and document category. Nudge templates are approved by the compliance team to ensure they are clear, not pressuring, and do not make any credit commitment or promise. They are factual: "you are missing X, here is how to provide it."
- Classifies borrower responses to nudges: document uploaded (check completeness again, remove from stall queue), alternative document requested (route to credit team exception review), help requested (route to Account Executive AI for assisted application), stop/opt-out (remove from nudge sequence, mark application as abandoned by borrower), and no response (proceed to next nudge in sequence until Day 10 flag). No response after Day 10 with no uploads is escalated to the human team for a decision on whether to close the application or attempt a human outreach call.
Knowledge base
Credit Policy Document Checklist (RAG)
Applicable document requirements by product, borrower category, and KYC tier. Retrieved live — a checklist change takes effect immediately on the next completeness check. The single most important configuration for this agent's accuracy.
Nudge Template Library
Approved nudge templates by document type, nudge stage, and channel. Includes alternative document options per mandatory checklist item — the "if you do not have X, you can submit Y or Z" guidance that makes nudges actionable rather than just reminders.
Alternative Document Map
The policy-approved alternatives for each mandatory document — which substitute documents satisfy the same requirement and under what conditions. Built from the credit policy corpus and updated when the policy changes.
Approved Nudge Template Library
WhatsApp, SMS, and email nudge templates per document type and nudge stage. Compliance-approved before deployment — the agent executes approved templates only.
AA Pathway Documentation
Account Aggregator consent and document pathway — the alternative route for borrowers who find traditional document upload too complex, reducing the document burden for income verification to a single AA consent step.
Document Collection Knowledge
Pre-training knowledge of Indian lending document requirements, KYC document categories, OCR extraction best practices, and borrower-friendly document collection design up to knowledge cutoff.
Hard guardrails
Known limitations
Important Reads
Learn more about how to deploy Document Ops Agent AI to your lending workflow.
