CollectAI.inAI-powered collections, recovery and debt resolution operating systemsales@collectai.in
CASE STUDIES

Business scenarios designed around real recovery problems.

These case studies are creative, illustrative and discussion-oriented. They show how CollectAI could be applied across lender portfolios, agency networks, field operations, payment closure and write-off recovery.

5scenario packs
3audience routes
End-to-endpre-due to write-off lens
AI-safebounded autonomy approach
NBFC soft bucket

Reducing early delinquency slippage

A mid-sized NBFC uses unified allocation, PTP tracking, payment links and agency dashboards to improve soft-bucket cure governance.

  • Problem: manual follow-up and weak visibility
  • Model: strategy studio + PTP closure
  • Audience: collections head / COO
Agency network

Improving partner governance

A lender managing many agencies creates transparent assignment, SLA, evidence, billing and performance governance.

  • Problem: inconsistent agency reporting
  • Model: partner cockpit + commission logic
  • Audience: agency manager / lender
Field operations

Proof-first FOS productivity

A secured lending portfolio improves field visit discipline through geo-tagged plans, visit proof, disposition quality and route adherence.

  • Problem: low trust in visit reporting
  • Model: field app + evidence vault
  • Audience: field head / agency owner
Digital lender

PTP to payment closure loop

A digital lender moves from nudges to governed promise monitoring, link generation, broken PTP escalation and reconciliation.

  • Problem: PTP without closure
  • Model: PTP engine + payment hub
  • Audience: product / risk / ops
Write-off recovery

Residual recovery orchestration

A mature lender segments written-off portfolios for recall, settlement, ARC route and agency-led campaigns with audit controls.

  • Problem: residual value leakage
  • Model: segmentation + resolution pathways
  • Audience: recovery head / CFO
Start here

Convert case studies into a pilot

Use the cases as a starting point to design a 60-90 day pilot with baseline KPIs, target segments, partner controls and measurable outcomes.

  • Pick one portfolio
  • Define baseline KPIs
  • Map data, agency and field dependencies
Quick answer

Are CollectAI case studies real customer claims?

The case studies are illustrative scenarios designed to show practical recovery problems and possible operating-model improvements. They should be used for discussion and discovery rather than treated as verified customer performance claims.

Downloadable case-study resources

Scenario PDFs with landing-page context

Each case study now has an HTML landing page with summary, use cases, related solution pages and a PDF download.

Case studies

NBFC Early-Bucket Cure Case Study

A scenario for improving SMA-0 and early delinquency outcomes by aligning segmentation, channel strategy, PTP monitoring and payment follow-up.

Case studies

Bank Agency Governance Case Study

A scenario for moving agency management from periodic MIS to daily operational governance across assignments, performance, compliance and billing.

Case studies

Field Collections Proof-First Case Study

A field-execution scenario showing how GPS proof, visit evidence, disposition discipline and daily productivity dashboards can improve control over field recovery.

Case studies

Digital Lender Resolution Case Study

A scenario for digital lenders who need high-volume recovery infrastructure without losing compliance, borrower experience and payment closure visibility.

Case studies

Agency Productivity Upgrade Case Study

A scenario for agencies moving from manual MIS and fragmented team supervision to platform-led productivity, evidence and billing governance.

Case studies

NPA and Legal Resolution Case Study

A scenario for moving severe delinquency and NPA cases through evidence-backed decision pathways such as settlement, restructuring, legal action and follow-up.

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