Use case #0003

Performance reporting: the monthly DSA scorecard DSA AI generates automatically

A DSA network without performance data is a network managed on instinct — the relationship managers who field the most calls, the DSAs who shout the loudest, and the channels that are most visible get the most attention, whether or not they are the most productive. The DSA / Channel Partner AI generates a monthly scorecard for every active DSA in the network — disbursement volume, lead quality, early DPD rate, conversion rate, and tier status — so the channel team's decisions about which DSAs to invest in, which to support more, and which to deactivate are driven by data rather than relationship history.

A DSA network without performance data is a network managed on instinct — the relationship managers who field the most calls, the DSAs who shout the loudest, and the channels that are most visible get the most attention, whether or not they are the most productive. The DSA / Channel Partner AI generates a monthly scorecard for every active DSA in the network — disbursement volume, lead quality, early DPD rate, conversion rate, and tier status — so the channel team's decisions about which DSAs to invest in, which to support more, and which to deactivate are driven by data rather than relationship history.

Why DSA performance is rarely measured — and what unmanaged channels cost

Most NBFCs have a rough sense of which DSAs are "good" — the ones who send clean files, whose borrowers pay reliably, and whose volume is consistent month to month. They also have a rough sense of which DSAs are "problematic" — the ones whose loans bounce in the first three months, who submit incomplete files, or who occasionally misrepresent borrower profiles to get a loan sanctioned that the credit team would have declined on accurate information. What most NBFCs do not have is a quantified, documented, monthly record of each DSA's performance across all the dimensions that matter — not just volume, but quality.

The cost of unmanaged channel quality is material. A DSA whose loans have a 15% early DPD rate (borrowers defaulting within the first 3 months) is generating volume that looks productive until the provisioning runs — at which point, the NPA additions from that DSA's book may cost the institution more in credit losses than the DSA earned in commissions. An institution that cannot identify this DSA and have a data-supported performance conversation is an institution that continues to pay commission for bad volume.

"A DSA who submits 12 loans a month but whose borrowers default at 18% in the first 90 days is not an asset to the network — they are a liability that the commission structure is subsidising. The scorecard makes this visible."

The 7 metrics on the monthly DSA scorecard

MetricDefinitionWhy it mattersThreshold
Monthly disbursement volume Total rupee value of loans disbursed in the month from leads submitted by this DSA Primary productivity measure — tells the institution what the DSA is contributing to the book Tier thresholds: Standard <₹50L, Silver ₹50–1.5Cr, Gold >₹1.5Cr
Lead-to-disbursement conversion rate Percentage of leads submitted that result in a disbursed loan A DSA with a low conversion rate is either submitting unqualified leads or submitting leads that another institution has already processed — both indicate a quality issue Expected: ≥40% for experienced DSAs · <20%: quality review
Early DPD rate (0–90 days) Percentage of disbursed loans that reach DPD 30+ within the first 90 days after disbursement The most important quality metric — it reveals whether the DSA is accurately representing the borrower's profile and repayment capacity Expected: <3% · 3–8%: watch · >8%: formal review, commission hold
Documentation completeness rate Percentage of submitted files that pass the Document Ops AI's completeness check without requiring resubmission Incomplete files slow down the credit team. A DSA with a low documentation rate is creating rework — every incomplete file is a 3-day delay Expected: ≥85% complete at first submission
Average ticket size Average disbursed loan amount for the month across all products Ticket size affects commission economics and portfolio risk. DSAs who consistently source very small tickets may not be meeting their potential — or may be sourcing a riskier borrower segment Product-specific benchmarks · Significant deviation flagged
Product mix Breakdown of disbursements by product (HL, MSME, LAP, PL) as a percentage of total volume A DSA with 80% of volume in personal loans is a higher-risk channel than one balanced across products — product mix affects portfolio quality and the institution's strategic priorities Monitored for strategic fit — not a pass/fail metric
Commission-to-credit-loss ratio Total commission paid to the DSA in the last 12 months vs total credit losses attributable to the DSA's loans in the same period The ultimate profitability check — whether the institution is net-positive from the DSA relationship after accounting for the credit losses the DSA's portfolio generates Ratio must be >1.0 (commission < credit losses = net-negative channel)

Arjun Sharma's first monthly scorecard: November 2025

Monthly Scorecard — Arjun Sharma · DSA-2025-0884 · November 2025
First full month active · Onboarded Nov 15 · 16 working days in network
₹1.84 CrDisbursements (Nov)
54.5%Lead conversion rate
0%Early DPD rate
91.7%Doc completeness rate
Disbursement volume vs Standard tier threshold (₹50L)
₹1.84 Cr ✓
Lead conversion rate vs network average (42%)
54.5% ↑
Early DPD rate vs network average (2.8%)
0% ↑
Documentation completeness vs 85% threshold
91.7% ✓
HL volume tier status
1.50% rate ✓
Product mix (HL: 68% · MSME: 15% · LAP: 17%)
Healthy
Current tier
Silver — first month
₹1.84 Cr disbursement · HL volume tier achieved · Strong first month
Gold tier target (₹1.5 Cr+ / month for 3 consecutive months)
₹1.5 Cr threshold met in Month 1 · 2 more months needed for Gold
● First full month: strong performance · 54.5% conversion · 0% early DPD · Silver tier in first month · 2 months from Gold ● Scorecard sent to Arjun: Dec 1, 2025 · Channel team flagged for proactive engagement

The performance tier system: what each tier unlocks

Standard
<₹50L monthly disbursements

Base commission rates · Standard support · Monthly scorecard

New DSAs and low-volume partners. Standard rates apply across all products. Access to the partner portal and lead submission. Monthly scorecard issued. No dedicated relationship manager — DSA support desk for queries.

Base rates
Silver
₹50L–₹1.5 Cr monthly · Consistent ≥3 months

Volume-tier rates on HL and MSME · Priority processing · Dedicated DSA desk

Silver tier DSAs receive the HL 1.50% volume rate and the MSME 1.75% volume rate when they exceed the monthly thresholds. Priority file processing — Silver tier files are reviewed by the credit team within 3 working days vs 5 for Standard. Access to a dedicated DSA support desk number.

+0.5pp on HL/MSME
Gold
₹1.5 Cr+ monthly · Consistent ≥3 months · Early DPD <3%

Top volume rates + quality bonus + assigned relationship manager

Gold tier DSAs receive the highest volume rates on all products, a 0.10% quality bonus on all disbursements in months where their early DPD rate is below 2%, and a dedicated relationship manager who is available for deal-specific queries. Gold tier files receive same-day sanction-in-principle where eligibility is confirmed by the AI.

+0.10% quality bonus
Watch
Early DPD >8% OR commission-to-credit-loss <1.0

Commission hold on new disbursements · Performance improvement plan · Review in 60 days

A DSA on the Watch list has their commission hold extended to 100% (for all product types) pending performance improvement. A performance improvement plan is issued with specific targets — early DPD rate to fall below 5% within 60 days. If not achieved, the DSA code is suspended. If achieved, the DSA is reinstated at their prior tier.

Commission hold
7Scorecard metrics — volume, conversion, early DPD, documentation completeness, ticket size, product mix, commission-to-loss ratio
0%Arjun's early DPD — 0% in first month · vs network average 2.8% · Strong signal of borrower quality
SilverArjun's tier in first month — ₹1.84 Cr disbursement · 2 consecutive months above ₹1.5 Cr to reach Gold
MonthlyScorecard cadence — every DSA receives their scorecard on the 1st of the following month · With benchmarks vs network average

The scorecard sent to the DSA is not a performance review — it is a partnership dashboard

An institution that sends Arjun his scorecard on December 1 — showing his 54.5% conversion rate against the 42% network average, his 0% early DPD against the 2.8% average, and the fact that he is 2 months from Gold tier — is not managing him. It is coaching him. It is showing him exactly where he stands, exactly what he is doing well, and exactly what he needs to do to reach the next tier. The DSA / Channel Partner AI's monthly scorecard is the mechanism through which the institution communicates its standards, rewards performance that exceeds them, and provides the data that transforms a transactional channel relationship into a partnership that both parties invest in.

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