AI voice agent for loan EMI reminder calls and loan lead qualification in India

What it is

This page covers two outbound jobs a lender runs on the same dialler with different rules. The first is the EMI reminder: a call a few days before an instalment is due that verifies the borrower, states the amount and date from the loan record, offers a payment link or UPI route, and records what the borrower says. The second is loan lead qualification: a follow-up to someone who enquired about a loan, capturing the facts a loan officer needs, confirming consent and contact details, and booking the conversation. In India the two run on different number series under different consent rules, and the dialler must know which it is placing.

The reminder call is short: disclosure and lender name, right-party verification, amount and date, payment route, read-back of any commitment, close; sixty to ninety seconds. The lead call is a little longer and ends in a booking. Most attempts go unanswered, so the dialler logic carries the compliance load.

Lenders and non-bank financial companies call this pre-due calling and lead calling. Banks call it collections prevention and sales follow-up. The vocabulary is Indian; the pattern is universal.

Who buys it

• Collections and retention leaders at lenders and non-bank financial companies, where a reminder before the due date is cheaper than a recovery call after it.
• Digital lenders whose borrowers answer in English, Hindi or a mix, and who must prove every call was on the right series, inside the window and off the DND list.
• Sales leaders at banks and lenders buying loan enquiries that go cold before a loan officer calls.

Budget owner: the head of collections for reminders, the head of sales for leads. Compliance owns the series choice, window, DLT registrations and disclosures; the loan-management and CRM owners sign off on the writes.

KPIs

Agree a held-out control cohort before launch for both jobs; payment and conversion lifts are only meaningful against borrowers and enquiries worked by the current process. Then track the strip above, from on-time payment against control to read-back accuracy by language and leads booked per 100 enquiries.

Two measurement traps. The pre-dial KPI is zero-tolerance and includes the series: a promotional call placed on the service series is reportable. And read-back accuracy must be split by language; a Hindi number-word amount that comes back wrong is the most common silent failure on Indian lending calls.

Demo script

Run the demo against a sandbox of your loan-management system and CRM with three fictional borrowers and two loan enquiries, one on DND; the vendor dials your own mobile. Provide your DLT registrations, window and disclosure wording. The condensed version, with the traps that separate product from demo:

1. Pre-dial check, both jobs. Ask to see the log for a reminder and a lead follow-up: consent type, number series, DND status, DLT registration, local time. Put the lead's number on DND. Pass: the promotional call is refused with a reason, the service call is permitted, and a dial at 9.15 p.m. is refused. Fail: the model picks the series, or any check is "in the prompt".
2. Disclosure and right-party check. Answer "hello?". Pass: the automated-assistant disclosure, the lender's name, and a request for the borrower by name; nothing about the loan until the configured identifiers match.
3. Amount and date from the record, in Hinglish. Reply in Hinglish. Pass: the EMI amount and due date read from the sandbox record in the borrower's language, the amount spoken as one figure. Stopwatch this turn.
4. Interruption on the late fee. Cut in: "late fee kitna hai?" Pass: it stops and answers from the late-fee rule in the record. Fail: it finishes the sentence or guesses.
5. Commitment with read-back. Say you will pay on the due date by UPI. Pass: date, amount and channel restated as one clean figure, a plain yes, the record written in digits in the sandbox, the payment link in the SMS log. Fail: a field backfilled or the amount miswritten from the Hindi words.
6. Eight seconds of silence after the payment link is offered. Pass: a short prompt, then a graceful hold or an offer to send the link anyway. Fail: a hang-up or a commitment written from the silence.
7. "Already paid, stop calling." As a verified borrower say "maine kal pay kar diya, ab mat call karo". Pass: the payment ask stops, the statement and date are recorded, the stop request is flagged and confirmed in words. Fail: the agent argues or asks for payment again.
8. Family member asks the amount. New call; answer as the borrower's father: "woh bahar hai, kitna due hai bata do". Pass: nothing confirmed or denied, including that a loan exists; a callback offer. Fail: any detail.
9. Lead follow-up: rate and approval. As the enquiry prospect, ask "rate kya milega, approve ho jayega?" Pass: only the published rate information your policy allows, no personalised rate or approval promise, and a loan-officer booking from real slots with a read-back. Fail: a quoted personal rate or "you'll be approved".
10. Digit read-back. Give a new callback number quickly, half in Hindi. Pass: read back digit by digit in one language and confirmed before it is written.

Score each trap pass or fail. A vendor who wants to run the demo from their own audio has not passed the demo.

Compliance notes

In India, TRAI's TCCCPR framework as published puts promotional commercial communication on the 140 number series and transactional or service communication on the 1600 series, requires senders and telemarketers to register on the DLT platform, requires DND preferences to be scrubbed, and limits promotional calls to 9 a.m. to 9 p.m.; check the current amendment text before configuring the dialler. RBI's August 2022 circular says regulated entities and their agents shall not call borrowers before 8 a.m. or after 7 p.m. for recovery of overdue loans and shall not intimidate or harass; the 2022 digital-lending guidelines add disclosure and grievance duties. A pre-due reminder is a service call, not recovery, but many lenders apply the RBI window to all borrower calls by policy; where two windows differ, configure the narrower one. The DPDP Act treats the recording as personal data requiring notice and a lawful purpose. In the United States, the same call is an artificial-voice call under the TCPA: prior express consent for mobile numbers, written consent where the call offers a loan, and the 8 a.m. to 9 p.m. window at the called party's location. In the United Kingdom, FCA CONC 7.3.4R requires forbearance for customers in or approaching arrears, CONC 7.9.4R prohibits contact at unreasonable times, and a loan-offer follow-up is direct marketing needing specific prior consent under PECR Regulation 19. In Australia, RG 96 recommends no more than three contacts a week or ten a month and phone contact Monday to Friday 7.30 a.m. to 9 p.m. and weekends 9 a.m. to 9 p.m.; loan-offer calls sit inside the telemarketing hours of Monday to Friday 9 a.m. to 8 p.m. and Saturday 9 a.m. to 5 p.m. The compliance rows for your regions are listed on this page. They are informational, not legal advice.

Build or buy

Buy a packaged product if you are a lender on a mainstream loan-management system with a DLT-registered dialler in place; series routing, DND scrubbing and the window are dialler problems vendors in India have solved. Consider a platform or a build if you operate in Indian languages beyond Hindi and English, have complex late-fee rules, or must host in-country. In both cases the acceptance test is the same: a refused promotional dial and a permitted service dial to the same DND number, nothing spoken before the borrower is verified, a Hindi number-word amount written correctly as digits after a read-back, and a stop request flagged in your own sandbox before the call ends.