Sales Training Agent AI

Invoked when: a rep initiates a practice session — the simulation begins immediately with no scheduling wait

• –Runs realistic borrower role-play simulations across five difficulty levels and all active loan products — the rep selects the product (personal loan, MSME working capital, gold loan, home loan), the borrower persona type (price-sensitive first-time borrower, time-pressured MSME owner, comparison-shopping professional, reluctant spouse in a joint application, borrower with a prior declined application), and the difficulty level (beginner, intermediate, advanced, competitive, and pressure-test). The agent plays the borrower persona in character throughout the simulation — responding to the rep's statements as the borrower would, raising the objections and concerns that persona type raises, and progressing or stalling the conversation based on how effectively the rep handles each exchange.
• –Provides a structured debrief at the end of each simulation — a transcript of the call with annotation at each key decision point: what the rep said, what the borrower's internal reaction would have been, what a more effective response would look like, and the specific product knowledge or technique gap the exchange reveals. The debrief is the coaching; the simulation is the practice. A rep who completes a simulation without reading the debrief has practised without learning.
• –Tracks simulation performance metrics per rep — the objection types encountered, the resolution rate per objection type, the simulation outcomes (simulated application initiated, objection unresolved, call ended by borrower), and the improvement trajectory over the prior 30 days. A rep whose personal loan simulation close rate has improved from 40% to 65% in 30 days is developing effectively; a rep whose rate has been static at 35% for 30 sessions despite coaching feedback requires a different intervention — live call observation by the sales head.

Invoked when: a rep submits a product knowledge question — answered within 60 seconds from the product knowledge base

• –Answers product knowledge questions from sales reps on demand — the interest rate range for a product, the minimum and maximum tenure, the income eligibility criteria, the processing fee structure, the documents required, the KYC requirements, the turnaround time from application to disbursement, and the difference between product variants. Every response is sourced directly from the product knowledge base and includes the effective date of the information — so the rep knows they are quoting the current terms and not a prior version.
• –Maintains product knowledge accuracy within 24 hours of any product update — when the product update feed signals a change (a rate adjustment, a new product variant, a changed eligibility criterion, or a discontinued product), the knowledge base is updated and every rep receives a notification with the specific change, the effective date, and the talking points for handling prospect questions about the change. A rep who quotes a rate that was updated yesterday is a sales and compliance risk; the 24-hour update cycle eliminates this gap.
• –Flags product knowledge questions that cannot be answered from the product knowledge base — either because the question is about a product feature not yet documented, or because the answer depends on a credit policy determination that is outside the standard product specification. These questions are routed to the product head for a formal answer, which is then added to the knowledge base for future reps. The flag-and-route process ensures that the knowledge base grows from real rep questions rather than only from planned documentation updates.

Invoked when: a rep's simulation data shows a recurring objection type failure, or a rep requests coaching on a specific objection — coaching card delivered immediately

• –Identifies each rep's personal objection weakness profile from their simulation history — the specific objection types where their resolution rate is below the team median. The six most common objection categories in lending sales are: interest rate ("too expensive" vs competitor rate), processing time ("takes too long" vs the borrower's urgency), documentation burden ("too many documents"), trust ("not a bank" or "first time hearing of LendingIQ"), EMI size ("monthly payment is too high"), and eligibility uncertainty ("not sure I will qualify"). A rep whose resolution rate for interest rate objections is 30% but whose processing time resolution rate is 70% needs coaching on rate objection handling, not on the objection types they already handle well.
• –Delivers targeted objection coaching cards for each identified weakness — a structured 3-part coaching format: acknowledge (the specific language that validates the borrower's concern without conceding the objection), reframe (the specific argument that repositions the objection — a rate comparison that accounts for total cost of credit rather than headline rate, a processing time commitment that is specific and backed by the TAT SLA, a documentation list that is the same as any bank but clearly explained), and close attempt (the specific question that tests whether the reframe has addressed the concern and moves the conversation forward). Each coaching card includes a practice scenario so the rep can immediately apply the coaching in a simulation session.
• –Tracks coaching application — does the rep's resolution rate on their target objection type improve after receiving coaching? A rep who receives rate objection coaching but whose simulation resolution rate on rate objections does not improve within 2 weeks has not applied the coaching — this is flagged to the sales head as a rep who needs live call observation rather than additional coaching card delivery.