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Case 002 · Large NBFC

A business loan journey built around the documents people actually have

Business loans for sole proprietors — people running a shop or a small trade, often without the paperwork a lending flow usually assumes. The job was to verify them properly without turning every missing document into a dead end.

My roleTechnical Program Manager
ClientA large Indian NBFC
SegmentSole proprietors
ChannelsLender’s own journey + a loan marketplace

Results across my Finbox programs program-level, not specific to this one case

22%shorter launch cycles
95%first-pass UAT success
40%fewer post-launch escalations

01 The situation

A sole proprietor applying for a business loan is not a salaried applicant with a clean paper trail. Some have a GST registration; some have several. Some have a Udyam registration instead. Some have neither, and still run a perfectly real business.

A lending journey has to establish who the applicant is, where they are, and whether the business is real — and it has to do that in an order that doesn’t lose people before they’ve had a reason to stay.

02 What made it hard

Every verification step is both necessary and a place where applicants quit.

  • Identity checks come first by necessity, but they’re also where applicants hesitate most
  • GST data is inconsistent across this segment — multiple registrations, none at all, or Udyam in its place
  • Asking for a document someone doesn’t have ends the application, however good the rest of the flow is
  • First-time borrowers need to trust that the journey genuinely belongs to the lender they came for
A missing document shouldn’t end an application. It should change the route through it.

03 What I did

Sequenced the checks so each one earns the next. Mobile number and OTP first. Then PAN, with name, date of birth and gender fetched automatically rather than typed. Then the Aadhaar–PAN linkage check, then address and pincode — with serviceability confirmed before the applicant is asked for anything about their business.

Pulled GST from PAN instead of asking for it. Where the PAN mapped to several GSTINs, the applicant picks the right one from a list. Where it mapped to none, they can enter a GST number or a Udyam registration instead, upload a supporting document, or continue without one. Every applicant has a way forward.

Kept the lender visible throughout. Consistent branding across every screen, and the journey reachable from the lender’s own site — so a first-time borrower never wonders whether they’ve landed somewhere they shouldn’t.

Worth saying

My first instinct on journeys like this is to start sketching screens. The better starting point is two questions: which applicants are dropping out, and why. The answer decides which step deserves the most design effort — and it’s rarely the one you’d guess.

04 What happened

  • The journey went live for sole proprietors, through the lender’s own channel and on a major loan marketplace
  • Applicants without clean GST records got a real path through, rather than a rejection screen
  • Identity, address and business checks ran in one sequence instead of as separate hurdles

05 What I’d take into the next one

When a requirement arrives, ask what problem it’s solving and for whom before touching a single screen. Most requirements arrive as solutions — “add this field”, “make it like theirs” — and the real work is walking them back to the person who’s actually stuck.

A little game Running a project is easy, right? Be in charge of a project for five minutes: hit the deadline, keep the team happy, keep the boss’s trust. What could possibly go wrong? (Everything. Everything goes wrong.) Situations · launches · endings
Contact
Praffulchandra Jain
Praffulchandra JainTechnical Program Manager · India

Got something that has to ship?

Open to technical program management and product roles. Based in Bengaluru, India. Email is the fastest way to reach me.