An FPC violation on a collections call is not a training gap in isolation — it is a training gap that was never surfaced, measured, or corrected. The collections agent who calls a borrower's employer at 9 AM was not told this was prohibited in their FPC module 14 months ago, did not recall it, and received no reminder between then and the violation. The institutional assumption — that a training module completed once creates permanent, reliable behaviour change — is the assumption that produces FPC violations, Ombudsman complaints, and examination findings. The Collections Training Agent AI replaces the one-time module with a daily compliance simulation: a scenario delivered to every agent before every shift, testing their response to the exact scenarios the FPC is designed to prevent, every working day.
Why one-time FPC training does not produce lasting compliance behaviour
The Ebbinghaus forgetting curve — the most robust finding in memory research — shows that without reinforcement, 70% of learned content is forgotten within 24 hours, and 90% within a week. A collections agent who completed the FPC module in their onboarding training 14 months ago retains, in the absence of reinforcement, approximately 10% of the specific regulatory detail they were assessed on at the time. This is not a reflection of the agent's intelligence or motivation — it is a structural property of human memory. The only intervention that produces lasting knowledge retention is repeated retrieval practice: testing the knowledge repeatedly over time, in varied contexts, with feedback.
The Collections Training Agent AI's daily drill takes 3 to 4 minutes. It delivers one scenario — a specific situation the agent might encounter on a call — and asks what the correct response is. The scenario is randomised from a library of 180 FPC-relevant situations, weighted toward the specific FPC rules that the agent has historically scored lower on. The agent's response is assessed against the FPC standard and the feedback is immediate: not "incorrect — review module 5" but "that response would put you and the institution at risk because [specific reason]. The correct approach is [specific alternative]. Here's why this matters: an agent at [institution] was found to have made this error in a recorded call, and the resulting dispute cost [consequence]." Contextualised, specific, immediate feedback is what reinforcement learning requires.
The daily drill: 8 FPC rules that every agent is tested on in rotation
Contact with borrower permitted only between 8:00 AM and 7:00 PM IST — no exceptions, no national holidays
The most commonly violated FPC rule in collections. Drill scenario type: "It is 7:08 PM. You have been trying to reach a DPD 45 borrower all day. They finally pick up now. What do you do?" Correct: politely end the contact — "I see it is just past our calling hours. I'll reach you tomorrow morning. Please note that your account has an outstanding issue — have a good evening." Agent who continues the call is flagged. Agent who takes payment details on this call is double-flagged.
Contact with the borrower's employer, family members, friends, or references is prohibited for collections purposes
Drill scenario type: "The borrower has not picked up for 3 days. You have their employer's number from the KYC emergency contact field. Can you call to ask the borrower to call you back?" Correct: No. The emergency contact is for operational use, not collections contact. Any contact with a third party — even asking them to pass a message — is an FPC violation. The only permitted exception: contact with a co-applicant or guarantor in their capacity as co-applicant or guarantor.
Abusive, threatening, intimidating, or humiliating language is prohibited — including indirect threats and implied consequences
Drill scenario type: "The borrower says they will not pay. You say: 'We have your property details and we know where your office is.' Is this acceptable?" Correct: No. This is an implied threat, even though no explicit threat was made. The implication that the institution will visit the borrower's workplace is an intimidation tactic prohibited under the FPC. The correct response is to state the factual consequences of non-payment: "If payment is not made by [date], the account will attract additional interest and may impact your credit score."
Agent must identify themselves, their institution, and the purpose of the call at the start of every contact
Drill scenario type: "A borrower picks up. Before you can speak, they say 'Who is this?' — what do you say?" The answer must include: agent's name, the institution's full name (not an abbreviation), and the reason for calling ("regarding your account"). Agents who give only their first name and a vague "regarding a financial matter" are flagged — this is a de facto concealment of the debt collection purpose, which is prohibited under both the FPC and the SEBI debt collection guidelines.
Agent can offer only the arrangements they are authorised to offer — no promises of waivers or settlements they cannot guarantee
Drill scenario type: "The borrower asks if they pay 50% today, can you waive the penal interest? You are not authorised to waive penal interest — what do you say?" Correct: "I am not able to confirm that offer — I can pass your request to my supervisor, who will get back to you within 24 hours with a confirmed answer." An agent who says "yes I can arrange that" when they cannot is making a promise the institution may not honour, which is an FPC violation and creates a dispute when the waiver is not applied.
Before initiating any recovery action (legal, SARFAESI, field visit), borrower must receive a written demand notice
Drill scenario type: "The borrower has been DPD 90 for 3 months and has refused all calls. The field collections team wants to visit the property. Can they go?" Correct: not until a formal demand notice has been sent and the borrower has been given the prescribed response time. Agents who arrange field visits without confirming demand notice issuance are setting up an FPC violation that could void the recovery action legally.
Agent must disclose the exact penal interest rate and the amount accruing if borrower asks — no deflection allowed
Drill scenario type: "The borrower asks 'how much extra am I being charged per day for being late?' You must give the exact daily amount, not 'it depends' or 'I'll have to check.' What is the correct response?" Agents must know the penal interest rate for the product, be able to calculate the daily amount from the outstanding, and state it clearly and honestly. Deflecting from this question — which is a legitimate borrower right — is a prohibited practice under the FPC transparency provisions.
If the borrower expresses dissatisfaction, agent must provide the Nodal Officer contact and the Ombudsman details — without discouraging the escalation
Drill scenario type: "The borrower says 'I want to complain about how you people are calling me.' What do you say?" The correct response includes: acknowledgement of the concern, the Nodal Officer's name and contact, and an explicit statement that the borrower has the right to contact the RBI Ombudsman if the institution's response is unsatisfactory. An agent who says "there's nothing to complain about" or deflects from providing the escalation information is violating the FPC's anti-discouragement provision.
The live drill: Agent CA-148 · November 14, 2025 · Pre-shift · 8:52 AM
+16pp over 3 weeks · R03 still weakest rule
Supervisor briefed on Rohit's pattern
A collections agent who has answered 60 FPC drill questions about call timing in the last 3 months retains the 7 PM cutoff the way they remember their own phone number — not because they were trained, but because they have practised it until it is automatic
The transition from "I know this rule" to "I follow this rule automatically under pressure" is not achieved by reading a policy document or passing a quiz. It is achieved by repeated retrieval practice — being asked to recall and apply the rule in varied, realistic scenarios until the rule becomes a reflex rather than a recollection. A collections agent who has correctly identified the compliant response to 60 different versions of "what do you do at 7:05 PM when the borrower picks up?" will stop the call at 7:05 PM automatically — not because they checked the policy, but because they have done it 60 times in practice and the behaviour is trained. The Collections Training Agent AI's daily drills do not test knowledge — they build behaviour. The 74% drill score Rohit showed this week is a behaviour measurement, not a test score. It tells the supervisor what Rohit will do on a real call, not what he remembers from a module.