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Finance Deployment

Loan Application Pre-Processing System

Incomplete loan files 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 verification delayed credit underwriting.

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 review time
Faster underwriting
3–5 days
1–2 days
Incomplete applications
Reduced credit rework
34%
12%
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 excluded.

Business Impact

Credit teams received cleaner application files.

What Stayed Human

  • Loan approval decisions

What We Learned

DSA applications had higher document gaps.

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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.