The operational reality
A gold loan branch can complete a disbursal in twenty minutes. The file that follows it, KYC pack, valuation certificate, sanction letter, insurance, bureau pull, audit copy, takes up to three days. The cost of lending isn’t the interest spread, it’s the paperwork.
Sourcing to sanction
Leads from branches, DSAs, digital channels and referrals. Each needs qualification, document collection, bureau pull, eligibility assessment and credit decisioning, with an audit trail at every step.
Post-disbursal documentation
The genuinely underestimated cost centre. Files must be completed, checked, digitised and stored to a standard that survives an audit. Most lenders staff this reactively and carry a permanent backlog.
Branch operations
Hundreds of branches with variable data discipline. The same field entered three different ways across regions destroys portfolio reporting.
Gold loan specifics
Valuation records, purity and weight documentation, LTV monitoring against gold-price movement, renewal and part-release workflows, auction notices.
Collections
Bucket wise strategies, promise to pay tracking, field allocation. Early buckets are high volume and low complexity, exactly where voice agents earn their place.
What we build
Loan origination workflow
Stage-gated, with document checklists, bureau integration, eligibility rules, approval hierarchies and complete decision trails.
Document agents on post disbursal files
The agent reads the file, extracts and cross-checks fields, flags mismatches, routes exceptions to a credit officer with the source document open. Every decision logged.
Learn moreVoice agents on early bucket collections
Payment reminders, promise to pay capture, renewal reminders. Multilingual, transcribed, outcomes written back to the loan record.
Learn moreCollections intelligence
Segmentation on payment behaviour rather than bucket alone, so effort goes where it recovers most.
Branch data discipline
Validation at entry, controlled masters, and monitoring that surfaces which branches are drifting before the portfolio report does.
Governed data layer
Disbursal, AUM, yield, LTV distribution, delinquency by bucket and vintage, with one definition each.
Learn moreRegulatory framework
RBI Master Direction on Outsourcing of IT Services (2023): right to audit for you and RBI, subcontractor transparency, exit management, BCP DR, incident reporting.
RBI FREE-AI (Aug 2025): seven sutras, twenty-six recommendations including board approved AI policies, AI audit capability and AI incident reporting.
DPDP: branch level document handling is usually the largest exposure in a lending business.
Common questions
How accurate is document extraction on real Indian KYC packs?
Good on typed and reasonably scanned documents, weaker on poor photographs and handwriting. We measure on your actual files during the build and show you the distribution before you commit.
Can voice agents handle collections calls compliantly?
For early bucket reminders and promise to pay capture, yes, with identification as automated, calling hour controls, script boundaries and full recording. Anything approaching negotiation goes to a human.
Do you replace our loan management system?
No. We build origination, servicing and collections operations around the LMS you have, and integrate.
How do you handle branch level data quality?
Validation at the point of entry, controlled master data, and monitoring that flags drifting branches. Reporting quality is decided at data entry, not in the warehouse.