Use case #0001

Tone calibration: how Mid Bucket AI adjusts urgency without violating Fair Practice Code

DPD 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.

DPD 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.

The mid-bucket tension — urgency versus compliance

In the early bucket (DPD 0–30), the primary collections objective is engagement — getting the borrower into a conversation. In the mid bucket (DPD 31–90), the primary objective shifts: the borrower now knows they owe, knows they are behind, and in many cases has already broken one or more promises-to-pay. The institution needs to communicate genuine urgency — the consequences of continued non-payment are real and are approaching — while not crossing into the conduct that the RBI's Fair Practices Code prohibits.

The FPC prohibition list in collections is specific. Calling before 8 AM or after 7 PM is prohibited. Threatening violence or using abusive language is prohibited. Contacting relatives, employers, or third parties who are not guarantors is prohibited. Making false representations about the institution's legal authority is prohibited. Calling from numbers that are not registered with the institution is prohibited. In the mid-bucket, where both the borrower's stress and the institution's urgency are elevated, the probability of a human agent crossing these lines — particularly on a high-volume, high-pressure afternoon shift — increases significantly. The Mid Bucket Agent AI does not cross them. Its escalation is calibrated into its design.

What the RBI Fair Practices Code actually says about collections conduct

The RBI's Fair Practices Code for NBFC-MFIs and the collections conduct guidelines in the KYC Master Direction together specify: no contact outside 8 AM–7 PM, no abusive or threatening language, no contact with non-guarantor third parties, no false representation of legal consequences, no shaming or public exposure, no use of unregistered numbers, and written advance notice before visiting a borrower's residence. The Mid Bucket Agent AI has each of these as hard constraints in its operating parameters — they cannot be overridden by instruction or urgency.

The tone calibration scale: DPD 31 to DPD 90

DPD 31–44
Tone: Firm-Informational · Focus: Consequence Awareness

The borrower has missed a full cycle — consequences are now stated clearly, not implied

At DPD 31, the AI shifts from the early bucket's assumptive oversight framing to a clear statement of status: "Your account is now 31 days past due." Credit bureau reporting is disclosed explicitly — not as a threat but as factual consequence. A specific resolution timeline is introduced: "Accounts at this stage typically move toward formal recovery proceedings after 90 days — we want to help you avoid that." The tone remains respectful and solution-oriented, but there is no ambiguity about the account's status.

FPC compliance: All calls between 8 AM and 7 PM · No language implying legal action before it is initiated · Bureau reporting disclosed factually
DPD 45–59
Tone: Direct + Legal Context Introduced · Focus: Decisioning

The institution's legal options are introduced as context — not as threats

At DPD 45, the AI introduces the legal and formal recovery process as a factual context: "At this stage, accounts in this status may be referred to our legal and recovery team — we would much prefer to resolve this with you directly." This is not a threat — it is an accurate description of what the institution does at this DPD stage, disclosed to the borrower so they can make an informed decision. The distinction is critical: the FPC permits accurate factual disclosure of legal options; it prohibits false representations or intimidation. A settlement offer or part-payment arrangement is introduced at this stage.

FPC compliance: Legal process described accurately, not used as intimidation · No false claims about imminent legal action · Restructure option offered
DPD 60–74
Tone: Urgent + Specific Timeline · Focus: Last Pre-Escalation Window

A specific timeline is given — the borrower is told when escalation will happen

At DPD 60, the AI provides a specific timeline: "Your account will be referred to our formal recovery process on [date] unless resolved before then." This is the most urgent pre-escalation communication — it names a date, names the consequence, and offers a resolution window. The AI simultaneously probes whether a hardship situation explains the continued non-payment, offering restructure or a formal review as an alternative to formal recovery. The tone is urgent but never threatening — the urgency comes from the timeline, not from the language.

FPC compliance: Specific date-based urgency is factual, not threatening · No third-party contact · Human agent pre-queued for same day
DPD 75–90
Tone: Final-Notice · Focus: Human Escalation Imminent

AI's role becomes facilitator — human agent or legal team takes over

At DPD 75–90, the AI's primary role shifts from collections to handoff facilitation. The AI makes a final-notice contact, states clearly that the account is moving to formal recovery, and offers one last resolution window before that handoff occurs. If the borrower engages, the AI captures the interaction details and immediately queues a human agent. If the borrower does not engage, the account package is assembled and transferred to the recovery or legal team with a full history of all AI contacts, commitments, and outcomes.

FPC compliance: Final notice is informational · Written notice requirement checked before any field visit · Account package includes full FPC compliance log
"The Fair Practices Code does not prevent the institution from being urgent. It prevents the institution from being abusive. Urgency comes from stating facts — timelines, consequences, the legal process — clearly and specifically. That is exactly what the Mid Bucket AI does."

What is permitted, what is required, and what is prohibited

Conduct Area Permitted Required by FPC Prohibited Mid Bucket AI Approach
Contact hours 8 AM to 7 PM only All contacts within 8–7 window Any contact before 8 AM or after 7 PM All contacts scheduled and executed within 08:00–18:59 window — hard system constraint
Language and tone Direct, firm, factual statements about account status and consequences Respectful treatment regardless of DPD Abusive, threatening, or degrading language Tone calibrated by DPD stage — firm at DPD 45+, urgent at DPD 60+, never abusive — language reviewed against prohibited vocabulary list
Consequence disclosure Accurate description of bureau reporting, legal process, recovery proceedings Disclosure of credit bureau reporting before it occurs False representations about legal action not yet initiated Bureau reporting disclosed factually at DPD 31 · Legal process described accurately at DPD 45 · No exaggeration of institutional authority
Third-party contact Contact with guarantors who have signed the loan agreement Prior written notice to borrower before field visit Contact with non-guarantor relatives, employers, or neighbours Zero third-party contact unless guarantor flagged in loan record · Field visit notice generation automated before any field referral
Contact frequency Reasonable frequency appropriate to DPD stage Contact log maintained Harassment through excessive or repeated contact Contact frequency defined per DPD stage — maximum 2 attempts per day, with documented purpose. All contacts logged with timestamp and outcome
Settlement offers One-time settlement, part-payment arrangements, restructure options Any settlement offered must be confirmed in writing Verbal settlement without written confirmation All settlement or restructure offers auto-generated as written communication within 30 minutes of verbal discussion

A DPD 45 script — firm, legally accurate, not threatening

Voice Script — DPD 45 · Home Loan · Self-Employed Borrower
Tone: Direct + Consequence-aware · FPC compliant · 11:24 AM call
AI
Good morning, am I speaking with Mr Anand? This is a call from [Lender Name] regarding your home loan account. I'm calling because your account is now 45 days past due and I wanted to speak with you directly before we move to the next stage.
Borrower
Yes, I know. Things have been very difficult this month.
AI
I understand, Mr Anand. I want to be transparent with you about where things stand. Your account is currently 45 days past due, which means it has already been reported to credit bureaus, and accounts at this stage can be referred to our recovery team after 90 days. I'm not saying that to alarm you — I'm saying it because I want you to have accurate information to make a decision. Is there a situation on your end — income disruption, a business issue — that is making it difficult to pay right now?
Borrower
My main client delayed a payment to me by six weeks. I should have the money by next month.
AI
That's a situation we can work with. There are a couple of options I can bring to your attention. One is a part-payment arrangement — you pay what you can now and we structure the remainder over the next two months. The second is a formal review with our customer solutions team who can look at a short repayment moratorium given the business context. Would either of those be worth exploring?
Borrower
The second option sounds better. When can I speak to someone?
AI
I'll escalate this immediately — you should receive a call from our customer solutions team within 4 hours today. I'm noting your situation as a business cash-flow delay pending client payment. In the meantime I'm pausing automated contacts on your account. Is there a best number or time for the call?
Hardship detected: business income disruption · Escalated to restructure team · Automated contacts paused · Written confirmation of escalation sent to borrower · FPC contact log entry: 11:24 AM, outcome: hardship escalation
DPD 31–90The compliance-critical zone — urgency required, FPC boundaries strictly maintained
0FPC violations generated by Mid Bucket AI contacts — hard constraints in operating parameters
4Tone stages calibrated across the DPD 31–90 range — each with specific language and consequence disclosure
8AM–7PMHard contact window — all calls and messages system-scheduled within this window only

The FPC is not a collections constraint — it is a quality standard

An institution that violates the Fair Practices Code in collections is not being more effective at collections — it is creating liability. A borrower who files an FPC complaint with the RBI Ombudsman forces the institution into a defensive process that is more expensive, more time-consuming, and more damaging to the borrower relationship than any amount that might have been recovered by the prohibited conduct. The Mid Bucket Agent AI never creates that liability — because compliance is built into the design, not added as an afterthought. The FPC exists because aggressive collections conduct is counterproductive even on its own terms: borrowers who feel harassed disengage, borrow from moneylenders to make partial payments, and become harder to recover. Respectful urgency consistently outperforms aggressive contact in DPD 31–90 resolution rates.

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