AI Collections — India & UAE

AI for Debt Collection — Custom Agents for Banks, NBFCs & Lenders

XPndAI builds custom AI debt collection agents that automate the full recovery lifecycle — DPD scoring, WhatsApp outreach, Hindi and Arabic voice AI, PTP capture, payment links, and compliance-ready escalation. You own the code. Zero per-account fees. RBI and CBUAE compliant.

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25–40%
Higher Recovery Rate
60–70%
Cost Reduction
₹0
Per-Account Fee
RBI / CBUAE
Compliance Built-In
How It Works

How AI for Debt Collection Works

AI debt collection is not just sending automated SMS. A proper AI collection agent scores each account, selects the right channel and timing, negotiates with the debtor, captures a payment commitment, and hands off to a human only when necessary.

1

Triage & DPD Scoring

ML models segment overdue accounts by DPD bucket (Day 1–15, 16–30, 31–60, 60–90, 90+), outstanding balance, product type, and historical payment behaviour. Each account gets a recovery probability score that determines strategy — tone, channel, timing, and escalation threshold.

2

Multi-Channel Outreach

The agent contacts debtors via WhatsApp, automated voice call, SMS, and email — in Hindi, English, or Arabic — at the optimal time for their segment. Messages are personalised: EMI amount, due date, outstanding balance, payment link. Not bulk blasts — targeted conversations.

3

Conversational AI Negotiation

Two-way AI conversation: the agent understands debtor responses, handles objections ("I'll pay next week"), captures Promise to Pay (PTP) with a confirmed date, offers restructured repayment plans within your policy, and dispatches a payment link on PTP confirmation.

4

PTP Tracking & Follow-Up

The agent tracks every PTP date and automatically follows up if payment is not received. Broken PTPs trigger a new contact attempt or escalation to a human agent — with the full interaction history attached so the human collector picks up with context, not from zero.

5

Smart Escalation

Disputes, deceased accounts, legal notices, hostile interactions, or high-balance cases beyond the AI threshold are routed to human collectors. The escalation package includes: interaction transcript, account summary, debtor sentiment score, and recommended next action.

6

Audit Trail & Analytics

Every call, message, PTP, and payment is logged to an immutable audit trail with timestamp, channel, and outcome. Real-time dashboard: recovery rate by bucket, contact rate by channel, PTP fulfillment rate, cost per recovered rupee. Full export for regulatory review.

System Architecture

AI Collection Agent — Architecture Overview

The agent integrates directly with your LMS or CBS, runs compliance checks before every outreach, and writes all outcomes back for a complete audit trail.

Overdue Detected
DPD Scoring
Compliance Check
AI Outreach
PTP / Payment
Escalate / Close
Results

What AI Debt Collection Delivers

25–40%
Higher recovery rates vs manual calling teams for DPD 0–60 accounts
60–70%
Reduction in cost per recovered account — no per-call agent cost
3–5×
More accounts contacted daily — AI works at scale, not shift-based
24/7
Outreach within compliant calling hours — no dependency on shift rosters
<18 mo
Break-even vs SaaS collections platform for 50,000+ active loan accounts
0
Per-account or per-call fees after delivery — you own the system
Use Cases

AI Debt Collection Across Lending Products

🏦

NBFC & MFI Loan Collections

EMI reminders and overdue recovery for personal loans, business loans, and microfinance. DPD 0–90+ bucket strategy. Hindi, Marathi, Tamil, Telugu language AI. RBI Fair Practice Code compliant. LMS integration included.

💳

Credit Card & BNPL Recovery

Minimum payment reminders, overdue follow-up, settlement offer workflow. Two-way WhatsApp and voice for BNPL instalment recovery. Low DPD focus — AI most effective in 0–30 day bucket where human collectors are expensive to deploy.

🏠

Home Loan & Mortgage Collections

High-value account collections where every interaction matters. AI handles early-stage reminders and PTP. Human collectors reserved for 60+ DPD. Integration with Finacle, Oracle FLEXCUBE, LOS/LMS APIs.

🏭

B2B Invoice & Trade Collections

Outstanding invoice recovery for B2B lenders and trade finance companies. Email and WhatsApp outreach to accounts payable contacts, automated escalation chain, payment link dispatch, settlement tracking.

🎙️

Arabic Voice Collections — UAE

Gulf Arabic and Modern Standard Arabic voice AI for UAE banks, finance companies, and BNPL platforms. CBUAE Consumer Protection compliant calling windows. No per-call fees after delivery. AED 50k–150k.

📊

Third-Party Collection Agencies

For collection agencies managing debt portfolios on behalf of multiple lenders. Multi-lender account segmentation, separate audit trails per lender, configurable strategy per portfolio, compliance layer for each lender's regulatory environment.

Custom Build vs SaaS

Why Custom AI vs Skit.ai / Floatbot.AI / Credgenics

SaaS platforms are fast to deploy but expensive to run and impossible to own. Here is the honest comparison.

Factor XPndAI Custom Build SaaS Platform (Skit.ai / Floatbot.AI / Credgenics)
Collection strategy ✓ Your rules, your logic — encoded in the system Constrained by vendor workflow
LMS integration depth ✓ Bidirectional read + write-back Read-only or surface-level webhook
Pricing model ✓ One-time fixed price — ₹10L–₹35L ₹2L–₹10L/month ongoing
Source code ✓ Yours at handover Never yours
Language support ✓ Hindi + regional + Arabic — natively trained Limited or add-on cost
Compliance layer ✓ RBI / CBUAE built into the agent architecture Template compliance — your responsibility to configure
Break-even (50k accounts) ✓ Under 18 months Never — fees grow with portfolio
Investment

Pricing — India & UAE

India — NBFCs, Banks, MFIs
₹10L – ₹35L+
  • Focused (WhatsApp + voice, 1 product): ₹10L–₹18L
  • Full suite (omnichannel, DPD strategy): ₹20L–₹35L
  • Hindi + regional languages included
  • LMS / CBS API integration
  • RBI Fair Practice Code + TRAI DLT compliant
  • DPD bucket strategy, PTP tracking, payment links
  • Real-time dashboard + audit log export
  • Source code at handover — zero ongoing fees
UAE — Banks, Finance Companies, BNPL
AED 50k – AED 150k+
  • Focused (WhatsApp + voice Arabic): AED 50k–75k
  • Full omnichannel suite: AED 85k–150k
  • Gulf Arabic + MSA voice AI
  • Core banking integration (Temenos, Finacle)
  • CBUAE Consumer Protection compliant
  • BNPL and Islamic Finance collection support
  • UAE data residency
  • Source code at handover — zero ongoing fees
Compliance

Built-In Regulatory Compliance

RBI Fair Practice Code
TRAI DLT Registration
DNC Registry Scrub
DPDP Act 2023
Call Time Window Enforcement
Dispute & Deceased Flag Suppression
CBUAE Consumer Protection (UAE)
Immutable Audit Log
FAQ

Common Questions About AI Debt Collection

What is AI for debt collection and how does it work?

AI for debt collection uses machine learning and conversational AI agents to automate the end-to-end recovery workflow. The system: (1) scores overdue accounts by DPD bucket and recovery probability, (2) contacts debtors via WhatsApp, voice AI, SMS, and email in their language at the right time, (3) conducts a two-way conversation — handling objections, capturing Promise to Pay, dispatching payment links, (4) tracks PTP dates and follows up automatically, (5) escalates complex cases to human collectors with full context. Every interaction is logged for regulatory compliance.

Do debt collectors use AI?

Yes. Banks, NBFCs, digital lenders, credit card issuers, and third-party collection agencies increasingly use AI for early-stage and mid-stage debt collection at scale. AI handles routine tasks — payment reminders, PTP capture, balance queries — without human involvement, freeing collectors for high-value accounts. Studies show AI-driven collection agents increase right-party contact rates by 20–40% and reduce cost-per-recovery by 50–70%. For late-stage debt and legal disputes, human collectors remain important — AI handles the volume, humans handle the complexity.

How is custom AI debt collection different from SaaS platforms like Skit.ai or Floatbot.AI?

SaaS platforms are fast to deploy but come with ongoing fees (₹2L–₹10L/month) and constrained workflows — your collection strategy must fit the vendor's system, not the other way around. XPndAI builds custom: your DPD logic encoded in the agent, bidirectional LMS integration, Hindi and regional language training on your product's terminology, and full source code handover at delivery. No per-account fees, no monthly licensing. For 50,000+ active loan accounts, a custom build breaks even against SaaS in under 18 months.

How much does AI debt collection cost in India?

A focused AI debt collection agent — WhatsApp reminders + voice follow-up + PTP tracking for one loan product with LMS integration — costs ₹10L–₹18L. A full omnichannel suite covering all DPD buckets, multiple channels, Hindi + regional language AI, and analytics dashboard costs ₹20L–₹35L. Fixed price, source code at handover, zero ongoing fees. UAE builds in Arabic start from AED 50,000.

Ready to automate your collections at scale?

Get a fixed-price proposal in 48 hours — scoped to your loan product, portfolio size, and regulatory requirements.

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