AI Agent Profile · LendingIQ · Bengaluru
Mid Bucket Agent AI
DivisionCollections
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What this agent does
The Mid Bucket Agent AI contacts borrowers in the DPD 31–90 window using a graduated escalating-tone sequence — firm reminders at DPD 31–45, consequence-informing messages at DPD 46–70, and final pre-legal notices at DPD 71–90 — while detecting hardship signals in real time and routing genuine cases to the human restructuring team before they progress to legal action. DPD 31–90 is the last window where automated contact can change the trajectory of an account. The agent executes approved templates with disciplined escalation logic; human officers handle everything that requires judgment, empathy, or terms discussion.
Primary functions
Escalating Tone Logic
DPD 31–90 — three-phase graduated sequenceInvoked when: account appears on the Collections Head AI's daily work-list for mid-bucket contact
- Phase 1 (DPD 31–45): firm, non-threatening payment reminders citing outstanding amount, days overdue, accruing late charges, and the path to regularisation. Tone is matter-of-fact and consequence-informing — not alarming. Appropriate for borrowers who may have overlooked or deferred a payment and need a clear statement of what is owed and when.
- Phase 2 (DPD 46–70): consequence-escalating messages referencing credit bureau delinquency reporting already in effect, accumulating recovery charges per the loan agreement, and the serious risk of legal recovery action if the account is not regularised. Tone is firm and urgent — the borrower needs to understand that the situation has become materially worse since DPD 30.
- Phase 3 (DPD 71–90): final pre-legal notices stating that the account will be referred for legal recovery proceedings within a specified window absent payment or a restructuring arrangement. These messages are the regulatory and legal gateway to the Hard Bucket — their language is reviewed by legal counsel, not just the compliance team.
- Checks CBS payment status in real time before every contact attempt — no contact is made on an account where payment has been received in the current day's CBS update. Checks the CRM for any open human officer case on the account — automated contact is suspended for any account where a human officer is in active contact.
Hardship Detection
Applied to all borrower responses in real timeInvoked when: borrower responds to any contact attempt
- Classifies every response against a hardship taxonomy: direct declarations (job loss, medical emergency, business failure), distress signals (expressions of inability to pay or requests for help), dispute signals (contesting the debt or charges), and payment intent signals (PTP commitments). Each classification has a distinct routing: payment intent to PTP capture; hardship and distress — automated sequence stops immediately, human officer contacted same working day.
- When hardship is detected, packages the account brief for the human officer: DPD, outstanding amount, payment history since origination, all prior contact attempts, borrower's stated hardship reason, and the available restructuring options under the credit policy for this product type. The human officer does not receive a cold handover — they receive a prepared brief so their first contact with the borrower is substantive.
- Does not assess whether a stated hardship is genuine — that requires a human conversation. The agent classifies what the borrower said and routes it. The human officer's assessment determines whether restructuring is appropriate or the account progresses to the hard bucket.
Restructure Referral
On confirmed hardship or DPD threshold triggerInvoked when: hardship confirmed by human officer, or account DPD and exposure meets the restructuring referral policy threshold
- Packages the restructuring referral file: full payment and contact history, hardship reason documented by the human officer, and the policy options available — EMI reduction via tenure extension, moratorium, partial payment arrangement — formatted for the credit officer who will assess the application. The agent does not propose specific terms; it presents the policy menu.
- Creates the CRM restructuring case with all required data fields populated, reducing data entry burden and ensuring the file is complete before reaching the credit team. The credit officer validates, proposes terms, and obtains borrower agreement — all human-led steps. The agent's role ends when the referral file is created.
- Monitors the case outcome: if restructuring is approved, the account exits the mid-bucket contact queue. If declined, the account re-enters the mid-bucket sequence at the appropriate DPD step or transfers to the hard-bucket agent depending on the DPD at that point.
Hard guardrails
Known limitations
Important Reads
Learn more about how to deploy Mid Bucket Agent AI to your lending workflow.
- Use case #0001Tone calibration: how Mid Bucket AI adjusts urgency without violating Fair Practice CodeDPD 31–90 is the most compliance-sensitive zone in the collections lifecycle. The institution must create urgency — the borrower has missed multiple payments and the risk of permanent default is growing. But the RBI's Fair Practices Code and collections guidelines set explicit limits on how that urgency may be communicated, when contact is permitted, what language is permissible, and what conduct is prohibited absolutely. The Mid Bucket Agent AI navigates this tension with precision: escalating urgency at each DPD stage while remaining within the exact boundaries the regulator draws.Read article →
- Use case #0002Hardship detection: the signals Mid Bucket AI uses to identify vulnerable borrowersA DPD 60 borrower who has lost their job requires a different conversation than a DPD 60 borrower who has the money but is avoiding the institution. Treating them the same — applying the same escalating urgency regardless of circumstance — is both commercially ineffective and, in the case of genuinely vulnerable borrowers, ethically and legally problematic. The Mid Bucket Agent AI detects hardship before it is declared and routes vulnerable borrowers to the appropriate support pathway before the collections process causes further harm.Read article →
- Use case #0003Restructure referral: how Mid Bucket AI hands off to the lending ops teamThe moment a mid-bucket account is identified as a restructure candidate, the collections relationship ends and the operations relationship begins. This handoff — from the Mid Bucket Agent AI to the lending operations or customer solutions team — is not an escalation. It is a transfer of ownership, with a complete brief, a specific case classification, and a defined set of resolution options for the ops team to present to the borrower. The quality of the handoff determines the quality of the restructure outcome.Read article →
