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Home/Case Studies/NBFC Gold Loan Document Agents
Financial Services — NBFC / Gold LoanAgentic AI

Three days of post-disbursal paperwork, cleared in twenty minutes

Processing time
3 days → 20 min

The situation

A multi-branch gold loan lender could disburse in twenty minutes but took up to three days to complete the post-disbursal file — KYC pack, valuation certificate, sanction letter, insurance, bureau pull, audit copy — across four people. The backlog was permanent and grew with volume. Every branch audit surfaced the same finding: files incomplete, documents missing, cross-checks not done.

What we built

Loan origination and post-disbursal workflow on Zoho, then document agents on the file itself:

Document reading and extraction Reading each document, extracting key fields, cross-checking against system records and the bureau pull
Mismatch flagging Flagging mismatches and routing anything below the confidence threshold to a credit officer with the source document already open
Immutable audit trail Every decision logged with a timestamp, the source document and the model version
Orchestration Built and orchestrated in n8n, deployed on secure infrastructure

Method

Industry
NBFC / Gold Loan
What was measured
File completion TAT, straight-through rate, exception accuracy
Governance
Human review below confidence threshold; immutable decision logs

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