The allocation question is not just about yield — it is about portfolio construction
Naive segment prioritisation optimizes for yield: SME / small business loans yield more than personal loans, so push SME / small business. But this ignores three constraints that a well-managed lending portfolio must respect. First, concentration risk: a portfolio that is 60% SME / small business in a single sector is more vulnerable to that sector's cyclical downturn than a diversified one. Second, capital efficiency: some segments consume more credit capital per dollar of NII than others, depending on risk weight and provisioning requirement. Third, timing: the optimal segment to push in a rising rate environment differs from the optimal segment in a declining rate cycle.
The Product Sales Manager AI integrates all three constraints into its segment prioritisation — and updates the prioritisation quarterly as macroeconomic conditions, portfolio concentration, and competitive dynamics change. The output is not "push SME / small business" or "push retail" — it is a ranked, rationale-backed allocation of sales effort across segments, with a specific deployment plan for each.
The prioritisation framework: 5 dimensions across 6 segments
The segment priority ranking for Q4 2025
SME / small business
Business Loan
Strong yield, addressable under-service signal, competitive window — Q4 is the right moment
SME / small business scores highest on the combined risk-adjusted metric for Q4 2025: 82 yield, 58 credit quality (acceptable), 91 opportunity score in Tier 1 pin codes, low current portfolio concentration (18% of book vs 30% target), and a competitive window before Shriram Finance's new product is fully distributed. The festive season credit demand from retail SMEs / small businesses adds a timing argument — Q4 is the natural SME / small business working capital season.
→ Sales effort: 40% · Channel: referral partner activation in Tier 1 pin codes · Target: $85Cr new SME / small business disbursements Q4Gold Loan
Gold loans are the highest-yield, lowest-NPL / charge-off segment — and have been under-invested in
Gold loans score highest on yield (78) and second on credit quality (86 — fully secured, instant liquidation). The institution's current asset-backed loan book is 8% of the portfolio versus an identified optimal concentration of 14–16% for a Tier 2-heavy territory. A targeted asset-backed loan push in the October–November festive period (when gold jewellery purchases are highest and gold pledging demand spikes with emergency credit needs) is a Q4-specific tactical opportunity.
→ Sales effort: 25% · Channel: branch walk-in + referral partner in secondary-market · Target: $40Cr asset-backed loan book additionPersonal Loan
(Salaried)
Personal loans are not the growth priority but the pre-approved top-up variant (Variant A) creates efficient incremental
Personal loans score moderately on yield and well on credit quality. They are not the focus of new acquisition effort this quarter — but Variant A (zero-documentation top-up for existing salaried borrowers) produces incremental revenue from the existing base with near-zero sales cost. Targeting 4,200 eligible existing customers with in-app pre-approval is a high-efficiency revenue action that does not compete for referral partner or branch capacity.
→ Sales effort: 15% (all via automated in-app) · Target: 38% acceptance = 1,600 new personal loans from existing baseHome Loan
+ LAP
Home loans and LAP are volume products — defend the pipeline, don't sacrifice margin to compete on rate
Home loans score lowest on yield (44) but highest on credit quality (92). They are essential for book size but not NII maximisation. LAP is similar — moderate yield, moderate risk, large ticket. Q4 is not the right quarter to push home loans aggressively: the competitive rate environment (post-Bajaj reduction) requires the pricing response to be addressed at the product level before acquisition is accelerated. Maintain current pipeline quality; do not increase referral partner spend. The premium Variant D (FICO 750+) is the exception — focus home loan acquisition on the highest-quality profiles.
→ Sales effort: 20% · Focus: Variant D (premium tier) only · Maintain, not grow, volumeThe campaign brief: what the segment prioritisation produces for the sales team
The segment you do not push is as important as the segment you do
The decision to allocate 20% of sales effort to home loans — rather than 40% — is as strategic as the decision to allocate 40% to SME / small business. A home loan push in a market where rate competitiveness is under pressure, without a clear product differentiation beyond rate, produces high-cost, low-margin disbursements that dilute the book's NII. Protecting the sales team's time and the referral partner budget from an inefficient push is active portfolio management. The Product Sales Manager AI ensures that the institution's limited sales capacity goes where it produces the highest risk-adjusted return — this quarter, in this territory, given the current competitive and portfolio context. Not where last year's annual plan said it should go.