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Brokerage systems built around the way your agents close deals

Determinds designs, builds, and maintains brokerage systems for agencies and franchises working with unstructured listing data and fast-moving sales teams, covering CRM, listing classification, and the weighted matching underneath them. We built a custom brokerage platform for a global franchise across Egypt and the UAE, and we develop LeadsNet, our own product, in the same market.

In short

Updated

Determinds builds real estate systems around the way agents close deals, covering custom brokerage CRMs, structuring for free-text listings, and weighted property matching. It also builds and maintains LeadsNet, a broker-to-broker matching network in Egypt.

01  What shapes each system

Listing data, agent adoption, and weighted matching

Structuring free-text listings

Property listings in this market arrive as free text. Determinds classifies them into structured records first, so your inventory can be filtered, priced, and matched with confidence.

Built for agent adoption

Agents adopt the system that helps them win deals, and Determinds designs every brokerage platform so the fastest path to a commission runs through it.

Weighted matching for partial fits

A property rarely matches every criterion, so our matching engines score partial fits and explain each trade-off to the broker through a clear scoring design.

02  Client engagements

Brokerage systems we have built for clients

Engagement

Custom brokerage CRM, Egypt and the UAE

A commissioned brokerage platform for a global franchise, covering lead capture, agent assignment, listing and inventory management, and the reporting a franchise owner needs across two markets with different rules and sales processes.

  • Lead capture and agent assignment
  • Listing and inventory management
  • Franchise reporting across Egypt and the UAE
  • The shortest path to a commission on every screen

Engagement

Property description classification

A pipeline that reads free-text property descriptions and produces structured attributes, so inventory entered by many different people can be filtered, compared, and priced.

  • Free text to structured attributes
  • Accuracy measured per attribute
  • Filtering, comparison, and pricing on structured fields

Engagement

Weighted matching engine

A matching engine that scores partial fits between a requirement and available inventory, with the weights visible so a broker can see why each property surfaced and how it was ranked.

See matching engines
  • Weighted scoring
  • Explainable ranking
  • Requirement capture

01 / 03

03  A Determinds product

LeadsNet, broker-to-broker matching

What it does

Broker-to-broker matching for the residential resale market, where inventory sits with other brokers rather than with a developer and the fastest way to close is to find the broker who already holds the unit.

  • Two million listings indexed from three sources
  • Two years of price history
  • 2,500+ registered users

What LeadsNet brings to your platform

Developing LeadsNet in this market gives Determinds first-hand knowledge of how brokers use software, which data sources stay current, and how an explainable ranking keeps a matching feature in daily use.

  • Owned and developed by Determinds
  • The same data challenges as client platforms
  • Product decisions guided by live usage

Clear ownership in contract and code

LeadsNet belongs to Determinds, and every commissioned brokerage platform belongs to its client, with the two kept separate in contract and in code. Determinds scopes any overlap with LeadsNet in the first call, before a contract is drafted.

04  Frequently asked

Questions brokerages ask

Adoption, data quality, listing feeds, and LeadsNet.

Does LeadsNet conflict with a platform you build for us?

No. LeadsNet is broker-to-broker matching in the residential resale market, and most brokerage platforms serve different needs, where our experience with LeadsNet works in your favor. Where a requirement does overlap, Determinds raises it in the first call and agrees the scope with you before any contract is drafted.

How do you make sure our agents adopt the new platform?

Determinds designs the platform so the path to a commission is the shortest one in the system. Our team maps the steps an agent takes to close a deal and builds the fastest route through the platform, and where a workaround comes from the process rather than the software, we scope the process change before any rebuild.

Can you structure the listing data we already have?

Yes, and Determinds measures accuracy on a sample of your own listings. Free-text descriptions classify reliably on unit type, area, and location, and details such as finishing and view need more care, so our team reports accuracy per attribute and you decide which fields to automate and which to keep manual.

Do you work across the Gulf as well as Egypt?

Yes. Determinds built a brokerage platform that runs in Egypt and the UAE, and our Cairo working hours overlap a full working day in the Gulf. Commission structures, agency rules, and inventory ownership differ between markets, so our team scopes the configuration for each market separately.

Can you connect to portals and listing feeds?

Yes, where the portal permits it. LeadsNet indexes three sources, so our team knows listing feeds well, and feed access is agreed commercially between the brokerage and each portal. Determinds then builds the pipeline, handles deduplication and stale listings, and reports which sources are reliable enough to price against.

How long before a brokerage platform is usable?

Determinds typically delivers a first production release 8 weeks after kickoff. At that point we put a focused first version in front of your agents, and the way they use it shapes each release that follows.

Real estate

Start with the way your agents work

Determinds scopes every brokerage platform from the way your strongest agents already work, including the spreadsheets they keep beside the CRM, so the platform fits how your deals are closed.