CASE STUDIESBusiness 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 bucketReducing 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 networkImproving 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 operationsProof-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 lenderPTP 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 recoveryResidual 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 hereConvert 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