Building Intelligence Around A Secured Lending Lifecycle
IIFL Finance operates a large gold-loan business where customer progression depends not only on acquisition, but also on timely interest payment, renewal, branch visits and recovery action.
Fundamento’s deployment spans both sides of that lifecycle—helping IIFL engage customers before disbursal and intervene as accounts move through increasingly critical collection stages.
In Gold Lending, Every Stage Of The Lifecycle Can Change The Outcome.
Gold-loan operations combine acquisition, branch-dependent servicing, interest repayment, renewal and increasingly intensive recovery interventions.
The operational challenge was therefore not a single campaign. It was managing the borrower differently as their position in the lifecycle changed.
| Stage | Operational Reality |
|---|---|
| Lead Qualification | New borrowers need qualification before branch-level progression |
| Renewal / Top-Up | Existing borrowers need timely prompts to continue or increase borrowing |
| Interest Overdue | Delayed payment can push accounts towards deeper delinquency |
| SMA / Pre-NPA | A critical window for intervention before NPA |
| NPA | Recovery requires stronger intervention |
| Pre-Auction | Last opportunity to prevent auction progression |
| Auction Refund | Customer servicing continues even after resolution |
Signal OS™ Reads The Lifecycle Before It Chooses The Action.
Fundamento uses loan status, DPD position, tenure, overdue status and behavioural signals to determine which intervention is appropriate for the borrower.
| Signal | What It Revealed |
|---|---|
| Bucket / DPD | Current position in the collections lifecycle |
| Loan Tenure | Proximity to maturity / renewal |
| Interest Overdue | Immediate repayment requirement |
| Renewal Propensity | Potential to continue / re-pledge |
| PTP / Payment Behaviour | Response to previous interventions |
| Co-Lending Status | Separate SMA treatment for the Bank of Baroda portfolio |
| Branch Dependency | Whether physical branch action is required |
| Architecture Layer | Deployment Capability |
|---|---|
| Customer Signals | DPD • overdue status • tenure • co-lending status • payment behaviour |
| Decision Intelligence | Lifecycle-stage prioritisation |
| Journey Intelligence | Acquisition • renewal • collections • pre-auction • refund |
| Execution Layer | AI Voice Agent |
| Human Intelligence | Branch and auction/recovery routing |
One Gold-Loan Lifecycle. Different Journeys At Every Stage.
| Journey | Objective |
|---|---|
| Lead Qualification | Identify and progress prospective borrowers |
| Renewal & Top-Up | Re-engage existing borrowers |
| Payment Reminder | Prompt timely payment |
| Branch-Visit Scheduling | Move customers towards required physical action |
| Lifecycle | Objective |
|---|---|
| Rebate | Early cure / incentive-led intervention |
| Interest Overdue 0–60 | Early recovery |
| Interest Overdue 61–89 | Pre-NPA intervention |
| SMA | Dedicated pre-NPA watchlist intervention |
| NPA | Deep recovery |
| Tenure Expiry | Maturity-driven action |
| Renewal | Re-pledge / continuation |
| Pre-Auction | Prevent auction progression |
| Auction Refund | Post-auction customer resolution |
One Voice Agent. Multiple Lifecycle Contexts.
| Agent / Layer | Role |
|---|---|
| Voice Agent | Executes acquisition and collections conversations |
| Lifecycle Logic | Adapts intervention to the customer's bucket |
| Renewal Logic | Drives continuation / re-pledge conversations |
| Collections Logic | Changes treatment as delinquency deepens |
| Routing Layer | Directs branch- and auction-dependent actions |
AI Starts The Action. Branch Teams Complete What Technology Cannot.
Gold lending has physical operational dependencies that cannot be completed through a voice interaction alone.
Fundamento therefore routes the right situations into IIFL’s physical operating network.
| AI Handles | Human Teams Handle |
|---|---|
| Payment reminders | Branch visits |
| Renewal prompts | Re-pledge / gold custody |
| Branch-visit scheduling | In-branch completion |
| Pre-auction engagement | Auction / recovery handling |
| Auction-refund communication | Refund processing |
Capabilities Are Not Projected. They Are Measured.
| Outcome Area | After Fundamento |
|---|---|
| Lifecycle Coverage | Acquisition through auction resolution |
| Collections Coverage | Early overdue through NPA / pre-auction |
| Pre-NPA Intelligence | SMA treated as a distinct intervention cohort |
| Operational Model | Voice-led automation with branch routing |
Every Gold-Loan Conversation Added To A Deeper Understanding Of The Lifecycle.
| Intelligence Created | What It Enables |
|---|---|
| Lifecycle Cohorts | Different treatment by DPD / loan state |
| Renewal Signals | Earlier identification of continuation opportunities |
| Pre-NPA Signals | Dedicated intervention before NPA |
| Branch-Visit Intelligence | Identifies where physical action is required |
| Auction-Risk Signals | Recognises progression towards pre-auction |
| Post-Resolution Intelligence | Continues servicing after auction through refund journeys |
