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NBFC Deployment
Loan Application Pre-Processing System
Incomplete loan files reaching credit teams reduced from ~34% to ~12%.
Pilot Duration
6 weeks
Measurement Window
12 weeks
Status
Production
Methodology
Audit-Ready
Client Context
NBFC processing 180–260 SME loan applications monthly.
Operational Problem
- —Manual document checks delayed credit review and caused incomplete applications to reach underwriting teams.
Operational Workflow
Before Deployment
- — Manual intake
- — Spreadsheet tracking
- — Delayed operational response
- — Fragmented visibility
After Deployment
- ✓ Structured intake engine
- ✓ Automated prioritisation
- ✓ System-driven routing
- ✓ Operational visibility dashboard
Deployment Timeline
Pilot
Initial deployment on scoped process.
Measurement
Tracking against baseline.
Scale
Full production rollout.
Operational Impact
Application to credit review time
Faster underwriting start
3–5 days
1–2 days
Incomplete applications
Reduced rework
~34%
~12%
Processing admin workload
Recovered analyst time
~50%
~18%
Metrics measured during the first full quarter post-deployment against a four-week pre-deployment baseline.
Scope Limitations
Credit decisions and sanctioning remained outside system scope.
Business Impact
Credit teams received cleaner application files and reduced review delays.
What Stayed Human
- Credit risk analysis
- Loan approval decisions
What We Learned
Applications submitted by DSAs had significantly higher document gaps.
Related Deployments
If your team is managing a similar operational problem, we scope a pilot in 2–3 weeks.
The pilot is production-safe and measured against your operational baseline.