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AI Voice Debt Collection Agent for Banks, Lenders & Recovery Calls

Plavno built an AI voice collections agent that calls borrowers on behalf of banks and lenders, adapts the conversation to each account's delinquency stage, handles objections, and secures commitments to pay without adding collector headcount.

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Overview

Key Metrics & Impact

Collections teams at banks and lenders make thousands of repetitive outbound calls every month, from first reminders to long-overdue accounts disputing penalties. Plavno's voice AI agent runs these calls end to end, follows a different strategy for each delinquency segment, and hands complex or sensitive cases to human collectors with a full transcript.

  • Lower manual load on early-stage collection calls

  • Consistent, compliant tone across every call and every collector shift

  • More promises to pay captured and logged in a structured way

  • Coverage for evenings and weekends, when borrowers are easier to reach

  • Clear visibility into call outcomes by segment, portfolio, and script version

Solutions
Challenges
Use Cases
Key Metrics & Impact
01

Problem

Most collections departments still rely on human agents for every outbound call, regardless of how simple or difficult the account is.

Common challenges included:


  • Most collector time goes to routine reminders on early-stage accounts

  • Borrowers who had hung up, lost income, or broken a promise are handled inconsistently

  • Tone and wording vary by collector, creating complaint and regulatory risk

  • Call capacity cannot flex to portfolio spikes or reach borrowers after hours

  • Promises to pay are captured in free text, making follow-up and reporting unreliable


Lenders need to contact more borrowers, recover more of the portfolio, and keep every conversation respectful and on-script without growing the collections team at the same pace.

Problem
02

Challenge

The agent needed to:


  • Place outbound calls and introduce itself clearly on behalf of the lender

  • Load account context before the call: balance, days past due, call history, previous promises

  • Choose a conversation strategy by segment: first contact, repeat contact after a hang-up, broken promise, long-overdue dispute

  • Listen for hardship signals such as job loss and offer realistic payment options

  • Capture a promise to pay with an amount and date in structured form

  • Escalate disputes, legal threats, and vulnerable customers to a human collector


There are also important constraints:


  • Conversations are emotionally charged; the agent has to stay calm when borrowers interrupt, argue, or threaten court

  • Collections are regulated, so wording, disclosures, and contact rules have to be controllable, not improvised

  • Borrowers speak different languages, and the agent has to switch without a separate build per market

  • Every call has to leave a transcript and outcome that supervisors can audit

Challenge

Solution

AI-Powered Voice Collections Agent

Automating outbound collection calls, adapting strategy to each delinquency segment, capturing promises to pay, and escalating sensitive cases to human collectors with full context.

Product Highlights

    • Outbound AI voice calls on behalf of the lender's brand

    • Segment-based strategies: first contact, repeat contact, broken promise, long-overdue dispute

    • Real-time, interruptible conversation (full-duplex barge-in)

    • Hardship detection and payment-plan negotiation

    • Structured promise-to-pay capture: amount, date, channel

    • Live transcript of agent replies during the call

    • 11 languages, including English, German, Russian, Kazakh, Arabic, Turkish, Urdu, and Malay

    • Human escalation for disputes, legal threats, and vulnerable borrowers

User Flows

    • Select the Account: The collections team or a schedule picks a borrower from the portfolio, with balance, days past due, and history attached.

    • Place the Call: The agent calls the borrower, identifies itself as the lender, and confirms it is speaking to the right person.

    • Run the Segment Strategy: A first reminder stays light; a broken promise is addressed directly; a dispute about penalties is de-escalated and routed.

    • Agree on Next Steps: The agent offers payment options, captures a promise to pay, or schedules a callback.

    • Log the Outcome: The transcript, outcome, and any promise to pay are saved for supervisors and follow-up.

Experience & Scalability

    • Suitable for banks, consumer lenders, microfinance, BNPL, and collection agencies

    • Runs early-stage reminders and later-stage conversations from one platform

    • New segments and scripts are added as configuration, not new builds

    • Multilingual by default for cross-border and multi-ethnic portfolios

    • Scales with portfolio size and seasonal delinquency spikes

Architecture Overview

Deep Dive: Project Architecture

  • Voice Layer: Real-time outbound conversation with streaming speech recognition, synthesis, and barge-in.

  • Account Context Layer: Balance, days past due, call history, and previous promises loaded before each call.

  • Dialogue & Strategy Layer: Segment-based strategies, objection handling, hardship and dispute detection.

  • Outcome Layer: Promise-to-pay capture, callback scheduling, and escalation to human collectors.

  • Audit & Analytics Layer: Transcripts, outcomes, and reporting by segment, portfolio, and script version.

  • Infrastructure Layer: Cloud-hosted multi-agent voice platform with per-session access tickets.

Deep Dive: Project Architecture

Value

Quality & Fidelity

Delivering consistent, respectful collection conversations that move borrowers toward payment

Right Strategy for Every Segment

Right Strategy for Every Segment

The agent opens differently for a first reminder, a broken promise, or a long-overdue dispute.

Segmentation
Collections strategy
Voice AI
MVP
Calm Under Pressure

Calm Under Pressure

Borrowers can interrupt, argue, or raise legal threats; the agent stays on script and de-escalates.

Objection handling
Barge-in
Tone control
MVP
Structured Promises to Pay

Structured Promises to Pay

Every commitment is captured with an amount and a date, ready for follow-up.

PTP capture
Data quality
Follow-up
MVP
Hardship-Aware Conversations

Hardship-Aware Conversations

Signals like job loss trigger payment-plan options or a handover to a human collector.

Hardship
Payment plans
Escalation
MVP

Benchmarks

Scale & Reliability

Built to run high-volume outbound collections across portfolios, languages, and shifts

High-Volume Outbound Calling

High-Volume Outbound Calling

Supports large daily call lists across early and late delinquency buckets.

Outbound scale
Portfolio coverage
Call lists
Multilingual Out of the Box

Multilingual Out of the Box

One agent switches between 11 languages without separate builds.

Multilingual
Cross-border
Localization
One Platform, Many Agents

One Platform, Many Agents

Collections runs on the same voice core as Plavno's other agents, so updates ship once.

Shared core
Configuration
Maintainability
Always-On Coverage

Always-On Coverage

Reaches borrowers in the evenings and at weekends, outside collector shifts.

After-hours
Contact rate
Call continuity

Data Protection

Security & Compliance

Controlled, auditable handling of borrower data and regulated collection conversations

Per-Session Access Tickets

Per-Session Access Tickets

Each call session is authorized with its own short-lived ticket, so access is never shared or reused.

Full Call Audit Trail

Full Call Audit Trail

Every call leaves a transcript and outcome that supervisors and compliance teams can review.

Configurable Conversation Rules

Configurable Conversation Rules

Disclosures, wording limits, and escalation triggers are set per portfolio and market, not left to improvisation.

Innovative Experience

Industries & Use Cases

AI voice agents for outbound collections, payment reminders, and debt recovery

Retail Banks

Retail Banks

Automate early-stage reminders and free collectors for complex accounts.

Consumer Lenders & Microfinance

Consumer Lenders & Microfinance

Reach high-volume, small-ticket portfolios at a cost that makes sense.

BNPL & Fintech Platforms

BNPL & Fintech Platforms

Recover missed instalments with a consistent, on-brand voice.

Collection Agencies

Collection Agencies

Run multilingual campaigns across client portfolios from one platform.

Alumni Networks & Unions

Alumni Networks & Unions

Member-facing portals connected to established back-office membership systems.

Delivery Crew

Project Team

High-performing developers for growing companies

Eugene Katovich

Eugene Katovich

Sales Manager

Need an AI voice agent for debt collection?

Plavno builds voice collections agents that call borrowers, handle objections, and secure promises to pay at scale.

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Competitive Ability

Key Performance Flow

Demonstrating how Plavno turns an overdue account into a structured promise to pay

From call list to logged commitment — every step runs through one AI-powered collections flow

01

Load the Account

Pull balance, days past due, history, and previous promises.

02

Call and Verify

Introduce the lender and confirm the right borrower is on the line.

03

Negotiate or Escalate

Apply the segment strategy, offer options, or hand over to a collector.

04

Log & Follow Up

Save the transcript, outcome, and promise to pay for follow-up and reporting.

Delivery & Automation

Delivery & Automation

    • Outbound call automation

    • Promise-to-pay capture

    • Callback scheduling

    • After-hours coverage

Throughput & Scale

Throughput & Scale

    • High-volume call lists

    • Multiple portfolios

    • Delinquency-spike readiness

    • Shared voice core

AI & Conversation Quality Stack

AI & Conversation Quality Stack

    • Segment-based strategies

    • Hardship detection

    • Barge-in handling

    • Tuning from call outcomes

Results

What lenders get from an AI voice collections agent

More Borrowers Reached

More Borrowers Reached

Calls run beyond collector shifts, including evenings and weekends.

Lower Manual Call Load

Lower Manual Call Load

Routine reminders move to the agent; collectors focus on disputes and complex cases.

Consistent, Compliant Conversations

Consistent, Compliant Conversations

Every borrower hears the approved strategy for their segment, every time.

Cleaner Promise-to-Pay Data

Cleaner Promise-to-Pay Data

Commitments are logged with amount and date, so follow-up no longer depends on free-text notes.

Stronger Portfolio Visibility

Stronger Portfolio Visibility

Leadership sees outcomes by segment, portfolio, and script version.

Tools We Used

Technology stack

Voice Layer

Voice Layer

Streaming speech-to-text
Text-to-speech
Full-duplex barge-in
Infrastructure

Infrastructure

Cloud deployment
Monitoring
Multi-agent voice platform
Integrations

Integrations

Collections system / CRM sync
Call outcome export
Real-Time Transport

Real-Time Transport

WebSocket streaming
Per-session access tickets
AI & Dialogue Logic

AI & Dialogue Logic

LLM-based conversational AI
Segment strategies
Hardship and dispute detection

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Frequently Asked Questions

Quick Answers

Find answers to your common concerns

Can the agent negotiate a payment plan?

Yes. It offers the options the lender approves and records the agreed amount and date as a promise to pay.

What happens if a borrower disputes the debt or threatens legal action?

The agent stays calm, does not argue, and routes the case to a human collector with the full transcript.

Can borrowers interrupt the agent?

Yes. The conversation is full-duplex, so the agent stops, listens, and responds like a person would.

Does it work with our collections system?

Yes. Call outcomes and promises to pay sync to your collections platform or CRM.

Which languages does it support?

Eleven, including English, German, Russian, Kazakh, Arabic, Hebrew, French, Spanish, Turkish, Urdu, and Malay.

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