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Case study

A property portal where the listing has to prove itself.

Indian property search has a trust problem, not a supply problem. The same flat appears six times at three prices, half the listings are already sold, and the photographs belong to a different building.

Client
Property Marketplace
Sector
Real estate · marketplace
Status
In development

01 / The problem

What was actually hard.

Portals are paid by listing volume, so nothing in their economics rewards removing a stale or duplicated listing. The result is a search experience where the buyer's real work is filtering out noise, and the honest agent is punished for competing against inflated inventory.

Contact is the second failure. Submitting an enquiry usually means handing a phone number to several brokers at once, which is why buyers stop enquiring. Keeping the conversation inside the platform changes both the buyer's experience and what the platform can moderate.

02 / What we built

The system.

Verification as a first-class object
A listing carries a verification with evidence attached and inspectable, rather than a self-declared badge — so 'verified' means something specific and reviewable.
Structured location and property model
City, locality, project, property and listing modelled separately, so the same physical unit relisted twice is detectable instead of appearing as two homes.
In-app messaging with revocation
Buyers and sellers talk inside the platform, and a buyer can revoke a conversation — so an enquiry is not a permanent handover of a phone number.
Shortlists and saved searches
The two things buyers actually do repeatedly over a months-long search, treated as core features rather than afterthoughts.
Visit scheduling
Requesting and tracking viewings against a listing, which is where a marketplace either becomes useful or gets abandoned for WhatsApp.
Organisations and role-based access
Agencies and developers as organisations with roles beneath them, so a brokerage manages its own inventory without seeing anyone else's.
Project listings
Developer projects modelled distinctly from resale units, because they are a different purchase with different questions.

03 / What carried over

Decisions worth reusing.

The parts of this build that we would apply again on a different problem in a different sector.

Trust is a data model decision
You cannot bolt verification onto a listing table. Evidence, reviewer and outcome have to be modelled from the start or 'verified' degrades into a badge.
Deduplication needs structure
Detecting the same unit listed twice depends on modelling locality and project properly. Free-text addresses make it effectively impossible.
Protect the enquiry
Keeping contact inside the platform is what makes moderation possible at all — and it is the feature buyers notice first.

Next step

Have something like this to build?

Start with a diagnostic. It is fixed-fee, time-boxed, and it will tell you honestly whether the thing is worth building — including when the answer is no.