Smarter Recovery with Artificial Intelligence

CRMS harnesses the power of AI to automate borrower communication, predict repayment behavior, analyze portfolio risk, and optimize your entire collection strategy — so your team recovers more with less effort.

60%

Faster Borrower Response

45%

More Accurate Risk Scoring

35%

Higher Collection Rate

AI Communication

AI-Powered Borrower Communication

Let AI handle the heavy lifting of borrower engagement — from automated chatbot conversations to intelligently timed, personalized outreach across every channel.

CRMS Recovery Bot

● Online

Hello! This is a reminder that your loan payment of GH₵ 2,450 was due on March 1st. Would you like to make a payment now?
I can't pay the full amount right now. Can I pay in parts?
Of course! I can help you set up a payment plan. Based on your remaining balance, I'd suggest 3 installments of GH₵ 817. Shall I set that up?
Yes, that works for me.
Great! I've created your payment plan. Here's your first payment link: pay.crms.io/k8x2m. Your first installment of GH₵ 817 is due by March 15th. 💳

AI Chatbot for Borrowers

An intelligent chatbot engages borrowers via WhatsApp, SMS, and web — answering repayment queries, sending payment links, negotiating payment plans, and escalating complex cases to human agents when needed.

24/7 automated borrower engagement
Payment plan negotiation
Instant payment link delivery
Human handoff for complex cases

Smart Message Generation

AI generates personalized, context-aware recovery messages based on loan status, borrower history, and communication preferences — producing empathetic yet effective outreach at scale.

Tone-optimized messaging
Context-aware personalization
Multi-language support
A/B testing for message effectiveness

Intelligent Call Scripting

AI-powered call scripts guide recovery agents through conversations with real-time suggestions, objection handling prompts, and recommended next-best-action based on the borrower's profile.

Dynamic script generation
Objection handling prompts
Sentiment-aware suggestions
Post-call summary generation

Optimal Contact Timing

Machine learning analyzes borrower response patterns to determine the best time, channel, and frequency for outreach — maximizing engagement rates while minimizing contact fatigue.

Best time-to-contact prediction
Channel preference learning
Contact frequency optimization
Response rate maximization

Multi-Language Communication

AI-powered translation and localization enables seamless communication with borrowers in their preferred language — supporting English, Twi, Ewe, Ga, Hausa, and more.

Real-time message translation
Local dialect understanding
Cultural context awareness
Translated template library

Automated Campaign Intelligence

AI segments borrowers into micro-cohorts and crafts targeted recovery campaigns with dynamic messaging, optimal scheduling, and automated follow-up sequences based on engagement signals.

Intelligent borrower segmentation
Dynamic campaign content
Engagement-based follow-ups
Campaign performance prediction
AI Analysis

Intelligent Portfolio Analytics

AI-driven analysis that transforms raw data into actionable intelligence — predicting outcomes, scoring risk, and surfacing insights your team would never find manually.

AI Analytics Dashboard

Real-time predictions · Updated 2 min ago

Portfolio at Risk

12.4%-2.1%

Predicted Recovery

GH₵ 4.2M+18%

High Risk Accounts

234-12

Early Warning Signals

89+23

Risk Score Distribution

Low Risk (0-30)45%
Medium Risk (31-60)28%
High Risk (61-80)18%
Critical (81-100)9%

Recovery Predictions (Next 30 Days)

Very Likely to Recover
312 loans78%
Likely with Intervention
189 loans52%
Requires Escalation
87 loans28%
Low Recovery Probability
42 loans12%

Borrower Risk Scoring

AI models analyze borrower payment history, behavioral patterns, loan characteristics, and external signals to generate a real-time risk score for every account — enabling your team to focus on the highest-impact cases first.

Multi-factor risk models
Dynamic score updates
Risk category segmentation
Early warning indicators

Recovery Probability Prediction

Machine learning predicts the likelihood of successful recovery for each overdue loan based on historical data, borrower profile, and engagement patterns — helping prioritize efforts where they matter most.

Per-loan recovery probability
Confidence score on predictions
Recommended recovery strategy
Portfolio-level forecasting

Portfolio Risk Analysis

AI provides a bird's-eye view of portfolio health with automated risk distribution analysis, concentration risk detection, vintage analysis, and exposure breakdown by delinquency bucket.

Risk distribution dashboards
Concentration risk alerts
Vintage performance tracking
Exposure breakdown analysis

Early Delinquency Detection

Predictive models identify borrowers likely to miss upcoming payments before they actually default — enabling proactive outreach and preventive engagement that reduces actual delinquencies.

Pre-delinquency risk signals
Behavioral change detection
Payment pattern anomalies
Proactive outreach triggers

Agent Performance Optimization

AI analyzes recovery officer performance data to identify best practices, recommend task redistribution, and surface coaching opportunities — improving team productivity across the board.

Officer effectiveness scoring
Best practice identification
Workload optimization
Performance benchmarking

Fraud & Anomaly Detection

AI monitors borrower data and interaction patterns for signs of potential fraud, identity issues, or suspicious activity — flagging unusual patterns for review before they impact recovery efforts.

Unusual pattern detection
Identity verification signals
Payment anomaly alerts
Automated flagging & review
How AI Works

How AI Augments Your Recovery Workflow

AI doesn't replace your team — it supercharges them. Here's how the AI engine works alongside your recovery operations.

01

Data Ingestion

AI ingests your loan portfolio data — borrower profiles, payment history, interaction logs, and external signals — to build comprehensive models of each account.

02

Model Training & Scoring

Machine learning models analyze historical patterns to score every account for risk, recovery probability, and optimal engagement strategy — continuously improving with new data.

03

Automated Actions

Based on AI insights, the system automatically triggers personalized outreach, adjusts task priorities, schedules follow-ups, and escalates high-risk accounts — all without manual intervention.

04

Intelligent Engagement

AI chatbots and smart messaging engines handle borrower conversations — answering queries, negotiating payment plans, sending reminders, and logging every interaction for your team.

05

Continuous Learning

The AI continuously learns from outcomes — which messages drive payments, which strategies work best for specific borrower segments, and how to improve predictions over time.

Ready to add AI to your recovery operations?

See how AI-powered communication and analytics can transform your collection performance. Book a personalized demo today.

No code changes requiredWorks with existing workflowsResults in weeks, not months
Book a Demo