Software built and proven for property platforms, where search relevance decides whether a listing is ever seen.
Listings and search, property and tenant management, transaction workflows and valuation tooling, built for accuracy in the data and speed in the experience.
What building for PropTech actually requires.
Property search is the product. Most PropTech platforms live or die on whether a user finds relevant listings quickly, which makes search relevance, filtering and map performance engineering priorities rather than features.
Listing data arrives from many sources and disagrees with itself. Feeds, agents and portals each describe the same property differently, so deduplication and canonicalisation are core logic rather than a clean-up job.
Transactions are long-running and involve parties who are not your users. Offers, surveys, financing and legal steps span weeks and depend on people outside the platform, which means the workflow must tolerate delay and partial information without losing state.
Where it breaks without care.
Search is built on keyword matching, so users searching in their own words get empty results while relevant listings sit unfound in the index.
Duplicate listings from overlapping feeds are shown as separate properties, which erodes trust faster than almost any other defect on a property site.
Map and filter performance degrades at real listing volumes because it was tested against a small development dataset.
Long-running transaction state is modelled optimistically, so a stalled or reversed step leaves the record in a state the interface cannot represent.
How we deliver it.
Hybrid search combining keyword precision for identifiers with semantic matching for natural-language queries, measured against your own query logs.
Feed ingestion with deduplication and canonicalisation, so the same property from three sources becomes one trustworthy listing.
Map and filter performance tested at full production listing volume rather than a development subset.
Transaction workflows modelled as explicit state machines that tolerate delay, reversal and partial information from external parties.
Image and media pipelines tuned for fast delivery, since property browsing is image-heavy and abandonment tracks load time closely.
Industry focus areas.
Listings & search
Property management
Tenant portals
Transaction workflow
Valuation tooling
Feed ingestion
Evaluating a build partner?
A two-week scoping engagement covering architecture review, risk mapping specific to real estate & proptech, and a 90-day delivery plan across build and quality engineering. You keep the plan whether or not you continue with us.
PropTech questions, answered.
What matters most in a property platform?
Search relevance and listing data quality. Users judge the platform on whether the first page of results is worth looking at, which depends on both retrieval quality and deduplicated, accurate listings.
How do you handle listings from multiple feeds?
With deduplication and canonicalisation at ingestion, so the same property arriving from several sources becomes a single record. Showing duplicates is one of the fastest ways to lose user trust.
Can you improve an existing property search?
Usually yes, and the query logs show where. Hybrid retrieval that keeps exact matching for references while adding semantic matching for natural language typically recovers a large share of zero-result searches.
Built for PropTech,proven before launch.
Senior engineers who know where this sector breaks, and the quality engineering to prove your build does not.