AI Calling Agent for Loan EMI Recovery
How RivAI helped a small-scale NBFC improve recovery rates, reduce manual calling load, and gain real-time visibility into customer repayment behaviour - without adding headcount.
28%
Higher Recovery Rate
Structured, stage-based outreach converted more borrowers before they slipped into deeper overdue buckets.
3x
More Borrowers Reached Daily
AI calling covered the full portfolio every day without adding collection staff.
65%
Drop in Manual Calling Load
Agents focused on complex cases and escalations while AI handled routine volume.
100%
Real-time Call Visibility
Every call outcome, promise-to-pay, and bucket status logged automatically - no Excel required.
Client Background
A Growing NBFC with a Recovery Problem
A small-scale NBFC providing short-term and medium-ticket personal loans wanted to transform its loan recovery process. Serving customers across diverse income segments - from first-time borrowers to salaried professionals - the NBFC managed a portfolio ranging from ₹5,000 to ₹10 lakh per loan.
The core challenge was not wilful default. Most customers simply forgot EMI dates, missed payment links, or needed guidance on repayment options. A more consistent, structured outreach approach was essential.
Loan Portfolio Overview
The Problem
Four Pain Points Holding Back Recovery
The NBFC's recovery team was stretched thin - managing high call volumes with inconsistent outcomes and limited visibility. Four critical pain points were blocking performance.
Missed EMI Due Dates
A large share of borrowers were not paying on time because they forgot the EMI date or ignored SMS and WhatsApp reminders. Outreach was passive, not proactive.
Manual Calling Was Costly
The internal team could not call every customer at the right time. High-volume calling required more agents, more supervision, and continuous follow-up tracking - a resource drain.
Overdue Calls Needed Sensitivity
Post-due customers needed a different, more empathetic conversation. Communicating late-fee waiver eligibility or partial payment options required clarity and care, not just reminders.
Poor Management Visibility
Recovery data was scattered across Excel sheets, CRM comments, and manual notes. Management had no real-time view of promises to pay, call outcomes, or bucket-wise recovery rates.
The Solution
Intelligent AI Calling at Every Repayment Stage
RivAI deployed a fully customised AI Calling Agent for Loan Recovery, designed to automatically call borrowers based on their repayment stage - from pre-due reminders to overdue escalation. Every conversation was scripted, structured, and tracked.
Before Due Date
Friendly EMI reminder with payment link and amount confirmation.
On Due Date
Payment reminder with direct support options and link re-share.
1–7 Days Overdue
Urgent reminder with late-fee information and promise-to-pay capture.
7–30 Days Overdue
Structured negotiation - partial payment, restructuring options, and human escalation triggers.
What the Agent Does
Beyond a Recorded Reminder
The RivAI agent was not a robocall. It held real conversations, understood borrower responses, and took action - whether that meant sharing a payment link, recording a commitment, or handing off to a human.
Natural Language Conversations
The agent spoke in Hindi and English, adapting tone based on bucket - warm for pre-due customers, firm but empathetic for overdue accounts.
Promise-to-Pay Capture
When a borrower committed to paying on a specific date, the agent recorded the promise and triggered an automated follow-up on that day.
Live Payment Link Delivery
Borrowers received a payment link on WhatsApp immediately during or after the call - no manual re-send required.
Escalation to Human Agents
Disputes, hardship cases, and borrowers requesting restructuring were flagged in real time and transferred to a human recovery agent with full call context.
Operational Visibility
From Excel Sheets to a Live Dashboard
Before RivAI
Recovery managers worked from downloaded loan lists updated once a day. Call outcomes were manually typed into Excel. Promises to pay were tracked in CRM comments with no reminder automation. Management reported on recovery performance weekly - by which time the data was already stale.
After RivAI - Live Recovery Dashboard
- •Bucket-wise recovery rates (DPD 0–7, DPD 7–30, DPD 30+)
- •Promise-to-pay count and conversion rate
- •Call answer rate by segment and time slot
- •Escalation count and human agent resolution rate
Impact
Recovery Without Headcount Growth
28%
Higher Recovery Rate
Stage-based outreach converted more borrowers before they slipped into deeper overdue buckets.
3×
More Borrowers Reached Daily
AI calling covered the full portfolio every day without adding collection staff.
65%
Drop in Manual Calling Load
Agents focused on complex cases while AI handled routine volume.
100%
Real-time Call Visibility
Every call outcome, promise-to-pay, and bucket status logged automatically.
Closing View
Consistent Outreach, at Scale, Without Compromise
RivAI did not replace the recovery team - it gave them leverage. Every borrower was called, every commitment was tracked, and every difficult case was handed to a human with full context already in place.
For Small NBFCs
Cover your full borrower portfolio daily without scaling your collections team - AI handles volume, humans handle complexity.
For Recovery Managers
Get real-time visibility into every bucket, promise, and call outcome - so you prioritise the right accounts every morning.
For Compliance Teams
Every call is scripted, recorded, and time-stamped - giving you a clean audit trail without additional documentation overhead.