Use case #0001

How Training AI delivers PMLA and Fair Practice Code modules to new joiners

A new relationship manager who begins working with borrowers before completing their mandatory PMLA and Fair Practice Code training is a compliance risk — not because they intend to behave improperly but because they do not yet know what improper behaviour looks like in their specific context. An RM who did not complete the collections conduct module may not realise that calling a borrower's employer is a Fair Practices Code violation. An RM who did not complete the PMLA module may not know which transactions require CTR or STR filing. These are not hypothetical risks — they are the patterns of FPC violations that the RBI's examination teams find at institutions that do not have reliable, tracked, completion-verified mandatory training. The Training & Certification Agent AI eliminates this risk by delivering every mandatory module to every new joiner, in the correct sequence, with completion verified before they are permitted to interact with borrowers.

A new relationship manager who begins working with borrowers before completing their mandatory PMLA and Fair Practice Code training is a compliance risk — not because they intend to behave improperly but because they do not yet know what improper behaviour looks like in their specific context. An RM who did not complete the collections conduct module may not realise that calling a borrower's employer is a Fair Practices Code violation. An RM who did not complete the PMLA module may not know which transactions require CTR or STR filing. These are not hypothetical risks — they are the patterns of FPC violations that the RBI's examination teams find at institutions that do not have reliable, tracked, completion-verified mandatory training. The Training & Certification Agent AI eliminates this risk by delivering every mandatory module to every new joiner, in the correct sequence, with completion verified before they are permitted to interact with borrowers.

What makes compliance training genuinely mandatory — and why self-paced LMS often fails this standard

Mandatory training is training that cannot be bypassed. At many institutions, the mandatory designation is aspirational — the module is sent to the new joiner, they are expected to complete it within 30 days, and the completion tracking relies on the new joiner self-reporting. When the RBI examination team asks for evidence that all RMs completed PMLA training before interacting with borrowers, the institution discovers that 18% of RMs hired in the last 18 months completed their training more than 30 days after their start date — some after their first borrower interaction. The training was mandatory in the policy. It was not mandatory in practice.

The Training & Certification Agent AI makes training mandatory in practice by three mechanisms. First, the module is delivered to the new joiner's WhatsApp or training portal account on their first working day, before any system access is granted for borrower-facing functions. Second, completion and a minimum passing score are required before the access is granted — the technology enforces the sequencing, not a policy statement about what should happen. Third, every completion event is timestamped and linked to the staff member's ID, producing an evidence record that shows not just that the training was completed but that it was completed before the staff member's first borrower interaction date in the system.

"A new RM who begins taking calls before completing their FPC module is not a compliance failure waiting to happen. They are a compliance failure that has already happened — the institution just does not know it yet."

The mandatory new joiner training curriculum: 8 modules in 14 days

M01
Day 1 · Mandatory before any system access · 45 minutes

PMLA — Prevention of Money Laundering Act: An Introduction for Lending Staff

Covers: What constitutes money laundering in a lending context · The CTR (Cash Transaction Report) threshold (₹10 lakh and above) and filing obligation · The STR (Suspicious Transaction Report) — when and how to file · Red flags in borrower profiles, income declarations, and transaction patterns · The RM's personal obligation — money laundering is a criminal offence for the individual, not just the institution. Assessment: 15 multiple-choice questions. Minimum passing score: 80%.

45 min · 80% pass
M02
Day 1 · Mandatory before any system access · 30 minutes

KYC — Know Your Customer: Standards and Verification Requirements

Covers: What constitutes valid KYC under RBI guidelines — Aadhaar, PAN, and supporting documents for different borrower types · Periodic KYC review obligations · Politically Exposed Persons (PEP) — identification and enhanced due diligence requirements · Why KYC shortcuts create compliance exposure · What the RM is not allowed to do (accept unverified copies, bypass digital verification). Assessment: 10 questions. Passing score: 80%.

30 min · 80% pass
M03
Day 2 · Required before borrower interaction · 40 minutes

Fair Practices Code: What the RM Can and Cannot Do

Covers: The Key Fact Statement — what it must contain, when it must be provided, and why providing it post-sanction is a violation · Interest rate disclosure obligations · What constitutes a collection-related FPC violation (contact outside hours, contact with family members, threatening language, employer contact) · The grievance mechanism — how the RM should handle a borrower complaint and what they cannot do to discourage one · Penal interest disclosure. Assessment: 20 questions including 3 scenario-based. Passing score: 75%.

40 min · 75% pass
M04
Day 2 · Required before borrower interaction · 25 minutes

Digital Lending Guidelines: Rules for Digital Loan Products

Covers: What constitutes a digital loan · The FLDG disclosure requirement · The cooling-off period for digital loans — the borrower's right to cancel · What the RM may and may not do in digital loan origination · LSP relationship — what the RM should tell a borrower about the institution's technology partners and what they may not disclose. Assessment: 10 questions. Passing score: 75%.

25 min · 75% pass
M05
Day 5 · Within first week · 35 minutes

Collections Conduct: RBI Guidelines and the FPC Collections Chapter

Covers: Permitted contact hours (8 AM–7 PM, not on national holidays) · The prohibition on contact with family members, employers, and references for collections purposes · What constitutes threatening language — including indirect pressure and implied threats · The borrower's right to a written demand notice before any recovery action · DPD classification and what the RM's role is at DPD 7, 30, and 60. Scenario-based assessment: 5 scenarios. Each scenario: 3 questions. Passing score: 70%.

35 min · 70% pass
M06
Day 7 · First week · 30 minutes

Credit Policy — Key Provisions for RMs: What You Can Approve, What You Cannot

Covers: The products the RM is authorised to originate · The policy parameters the RM cannot override (CIBIL floor, FOIR ceiling) and the exception process for cases outside policy · What documentation the RM must collect and verify (not accept on faith) · The RM's responsibility for application accuracy · What the RM must disclose to borrowers about rate, tenure, and charges before they apply. Assessment: 15 questions. Passing score: 80%.

30 min · 80% pass
M07
Day 10 · Second week · 20 minutes

Data Privacy and DPDP Act: Handling Borrower Data

Covers: What constitutes personal data under the Digital Personal Data Protection Act 2023 · The RM's obligation to collect only data necessary for the loan · Prohibited sharing — the RM may not share borrower data with other borrowers, DSA partners without borrower consent, or third parties · What the RM should do if they receive a data access request from a borrower · Why forwarding a borrower's financial document to a personal WhatsApp number is a DPDP violation. Assessment: 10 questions. Passing score: 75%.

20 min · 75% pass
M08
Day 14 · End of first two weeks · 25 minutes

Grievance Redressal: How to Handle a Borrower Complaint Correctly

Covers: The institution's grievance hierarchy — RM → Branch Manager → Nodal Officer → Banking Ombudsman · Response timeline obligations (acknowledge within 5 working days, resolve within 30) · What the RM may not do — cannot discourage a complaint, cannot offer to resolve informally if the borrower wants a formal resolution, cannot represent that the matter is resolved without written confirmation · RBI Ombudsman Scheme — when a borrower can approach the Ombudsman and what the institution's response obligation is. Assessment: 10 questions. Passing score: 75%.

25 min · 75% pass

A new joiner's module dashboard: Suresh Kumar · Day 6 · Branch RM, Mysuru

Training Dashboard — Suresh Kumar · EMP-2025-4841 · Mysuru Branch · Joined Nov 9, 2025
Role: Relationship Manager · Department: Retail Lending · Supervisor: Branch Manager Anitha Rao
Training dayDay 6 of 14 (Nov 14, 2025)
Modules completed4 of 8 · On schedule
System access statusPartial · M01–M04 complete → borrower inquiry access granted · Full access pending M05
M01 · PMLA IntroductionPASSED · Day 1 · Score 88%
Completed Nov 9 · 11:24 AM (2h 24m after joining) · Score 88% (pass: 80%) · Certificate issued: PMLA-BASIC-2025-4841 · No CTR/STR access granted until completion — confirmed pre-interaction
88%
M02 · KYC StandardsPASSED · Day 1 · Score 90%
Completed Nov 9 · 2:48 PM · Score 90% · Certificate: KYC-2025-4841
90%
M03 · Fair Practices CodePASSED · Day 2 · Score 82%
Completed Nov 10 · 10:12 AM · Score 82% (pass: 75%) · Certificate: FPC-2025-4841 · First borrower inquiry recorded Nov 10 · 2:30 PM — after certificate issued ✓
82%
M04 · Digital Lending GuidelinesPASSED · Day 2 · Score 78%
Completed Nov 10 · 3:14 PM · Score 78% (pass: 75%) · Certificate: DLG-2025-4841
78%
M05 · Collections ConductDUE TODAY · Nov 14 · Access gating
Due: Nov 14 (Day 5 target · 1 day delayed) · Alert sent Nov 13 · Not yet started · Collections-related system functions locked until completion · Supervisor Anitha Rao notified at 9:00 AM today
Not started
M06 · Credit Policy for RMsDue Nov 16 · Not started
Due: Day 7 (Nov 16) · Not yet unlocked (sequential — M05 must complete first)
Locked
Full system access granted after
All 8 modules at passing score
Current partial access: borrower inquiry and KYC only · Collections, credit origination: locked pending M05
M05 escalation status
Supervisor notified 9:00 AM today
If not complete by 5 PM: BM escalation
● 4 of 8 modules complete · M05 overdue by 1 day · Supervisor notified · Collections system access locked until M05 completion · Full certification target: Nov 23
Day 1PMLA module delivered — on joining day, before any system access · Certificate issued 2h 24m after joining · Pre-interaction confirmed
8Modules in 14 days — sequential, access-gated · Next module unlocked after previous passes · Cannot skip or reorder
LockedCollections system access locked until M05 passes — not a policy statement, a technical control · Suresh cannot access collections functions today
TimestampedEvery completion linked to joining date and first borrower interaction date — examiner can verify pre-interaction certification for every staff member

The RM who began interacting with borrowers before completing their FPC module is a compliance event — even if nothing went wrong in that interaction

The RBI's examination finding is not that an FPC violation occurred — it is that the RM was not certified as trained when they began borrower interactions. These are different findings. The first requires evidence of a specific violation. The second requires only evidence that training preceded access — or did not. The Training & Certification Agent AI creates an irrefutable record of which came first: the certificate or the first borrower interaction timestamp. For Suresh Kumar, the record shows the FPC certificate was issued at 10:12 AM on November 10 and his first borrower inquiry was logged at 2:30 PM on the same day. The sequence is correct. The evidence exists. Every new joiner at every institution where the Training AI is deployed will have a record with the same structure — and the examination team that asks to see it will receive it in seconds, not weeks.

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