Use cases · built for Indian HFCs

Four jobs your team does by hand. Now verified by AI.

From the first site photo to the last EMI, StageBridge runs one audited spine across origination and servicing. AI does the reading; your officers make every call; the audit log writes itself.

/ 01
Use case 01 · Construction finance

Verify the build before
the tranche moves.

Borrowers capture each construction stage in a guided flow. A vision model reads foundation, plinth and slab against your SOP — and the next tranche only unlocks when progress is proven on-site.

  • Stage-aware vision model
    Reads RCC, brickwork and slab maturity — not just 'a building'. Every photo scored against the declared stage.
  • GPS + EXIF at capture
    Coordinates and timestamps locked at the moment of capture, checked against the sanctioned plot.
  • A score the officer can act on
    One confidence number per tranche with the evidence behind it — approve, hold or send back in a click.
Tranche verification
APP-78541 · Whitefield, Bengaluru
Verified
Foundation
Stage 1
Foundation
98%
Plinth
Stage 2
Plinth
96%
Superstructure
Stage 3
Superstructure
94%
96%
confidence
GPS matched plot19m offset
EXIF integritysigned · intact
Capturedtoday · 11:24 AM
/ 02
Use case 02 · Onboarding

KYC and income checks
that run themselves.

PAN, Aadhaar, bank statements and bureau pulls fire the moment an application lands. Your team sees one clean ledger of what passed, what's pending and what needs a human.

  • Source-of-truth integrations
    NSDL, UIDAI, account-aggregator bank data and TransUnion CIBIL — pulled, normalised and timestamped.
  • Income from real statements
    Bank-statement analysis derives true inflows and obligations, not a self-declared salary slip.
  • Exceptions surfaced, not buried
    A flagged bureau score or a stale document is escalated to an officer, never silently approved.
KYC & income verification
Ramesh Kumar · Aryavart Housing Finance
Auto-run
CheckSourceStatus
PAN Verification
11:20 AM
NSDLApproved
Aadhaar Verification
11:18 AM
UIDAIApproved
Income Verification
Bank StatementIn Process
Bank Statement Analysis
11:25 AM
HDFC BankApproved
CIBIL Score
11:22 AM
TransUnion CIBILApproved
Employment Verification
HRMSPending
Property Verification
Field / StageBridge CVPending
3 cleared · 1 flagged · 3 pending CIBIL routed to officer
/ 03
Use case 03 · Risk & fraud

Catch staged photos
and spoofed sites.

Every image runs a forensic pass before it reaches an underwriter. Spoofed locations, recycled photos and edited metadata are flagged with the evidence attached — so review time goes only to the cases that need it.

  • GPS spoof detection
    Device location reconciled against the sanctioned plot; physically impossible jumps get flagged.
  • Perceptual photo hashing
    Catches duplicate or reused images across applications and across prior tranches of the same loan.
  • Scene & EXIF consistency
    Edited metadata and discontinuous construction scenes are caught automatically and ranked by severity.
Forensic scan
APP-78531 · 4 signals raised
2 critical
  • GPS spoof detectedAPP-78531
    Device location 14.2 km from the sanctioned plot at capture.
    Critical
  • Duplicate photo hashIMG-4471
    Perceptual hash matches stage 2 of APP-77120.
    Critical
  • EXIF timestamp mismatchIMG-4468
    Metadata predates the capture window by 6 days.
    Review
  • Scene discontinuityIMG-4466
    Wall texture inconsistent with the prior verified tranche.
    Review
Held for manual review · not auto-rejected Audit row written
/ 04
Use case 04 · Servicing

See NPA risk forming,
bucket by bucket.

Once disbursed, the same data spine tracks repayment. DPD buckets, early-warning signals and recovery priority roll up to one view — so collections act before a loan slips into NPA.

  • Live DPD bucketing
    Current through 90+ DPD updated daily, with gross NPA trending down quarter on quarter.
  • Early-warning signals
    Bounce patterns and partial payments flag accounts before they roll into the next bucket.
  • Recovery prioritisation
    Exposure-weighted queues point collectors at the rupees most at risk, first.
Gross NPA · 90+ DPD
₹4.1 Cr
GNPA 1.37% · ▼ 18 bps QoQ
6-quarter trend
Portfolio by DPD bucket₹299.3 Cr live
  • Current₹242.0 Cr
  • 1–30 DPD₹34.0 Cr
  • 31–60 DPD₹12.8 Cr
  • 61–90 DPD₹6.4 Cr
  • 90+ DPD (NPA)₹4.1 Cr
Accounts at risk
2,330
Recovered MTD
₹84,00,000
One workflow · four jobs

See your own draws run through it.

Book a 30-minute walkthrough. We'll run your real construction-stage photos and a live application through verification, fraud forensics and collections — and show you the audit trail on your own data.