Real Estate & PropTech
Property data is fragmented across ten systems. An intelligent platform connects them into one decision engine.
In one line
In real estate, almost every decision that matters — what a property is worth, which listing to trust, which lead to call first — depends on data that lives in a dozen disconnected places. Pricing sits in your CRM and comparables databases, listing details live in your portal and MLS feeds, lead activity is scattered across forms, portals, and call logs, and market context comes from yet another source. Each system was bought to solve one problem, and none of them talk to each other. The result is that valuations take too long and feel subjective, bad or fraudulent listings slip through, and your best leads get worked in the order they arrived rather than by how likely they are to close.
This matters more now than it did even a few years ago because the buyer has already moved online and the data already exists. The National Association of Realtors' 2025 Profile of Home Buyers and Sellers confirms that the search overwhelmingly begins online, even as the vast majority of purchases still close through an agent — meaning the firms that win are the ones that turn online signals into faster, smarter human action. Automated valuation models are now standard tooling for lenders, investors, and appraisers because a defensible estimate can be produced in seconds rather than days. The raw material to compete is sitting in your systems; what's missing is the connective layer that turns it into decisions.
This is exactly what Plenaura builds. We connect your fragmented property, market, and lead data into one decision engine — a real, production system that values assets, flags suspect listings, and scores and matches leads against your actual market, not a generic model trained on someone else's city. We are not a consultancy that hands you a strategy deck, and we don't ship a thin wrapper around a chatbot; we build the data pipelines, the models, the interfaces, and the monitoring, and we put it into production under your brand. Crucially, we'll also tell you where AI is the wrong tool — where a simple rule or a clean integration beats a model — so you spend effort only where intelligence actually pays off.
The business outcome is a team that moves faster on better information and an asset you fully own. Agents and analysts spend their time on the highest-fit leads and the deals most likely to close, pricing decisions become consistent and explainable instead of gut-feel, and questionable listings get caught before they cost you trust or money. Because you own 100% of the code, the models, and the data pipelines, there are no per-seat platform fees and no vendor lock-in as you grow into new markets. Every engagement is scoped and quoted per project, built on a clear timeline agreed up front, and handed over so your team can run and extend it long after we're gone.
What we can build for Real Estate & PropTech
AI valuation & pricing engine
An automated valuation model trained on your comparables, transactions, and local market data that produces fast, consistent, explainable price estimates — with confidence ranges and the comps behind each number, so analysts can stand behind it.
Market intelligence dashboards
A single view that connects pricing trends, inventory, absorption, and demand signals across the markets you operate in, so leadership and agents act on current reality instead of last quarter's spreadsheet.
Listing quality & fraud detection
Systems that automatically flag incomplete, duplicate, mispriced, or suspicious listings — checking images, descriptions, and pricing against market norms to catch problems before they erode buyer trust or expose you to fraud.
Intelligent lead scoring
A scoring model that ranks every inbound lead by genuine likelihood to transact using behavior, source, budget fit, and timing — so your team works the best leads first instead of in the order they happened to arrive.
Buyer-to-property matching
A matching engine that pairs buyers and renters with the inventory that actually fits their stated and revealed preferences, improving conversion and cutting the time agents spend manually shortlisting.
Unified property data pipeline
The connective layer that ingests, cleans, and reconciles data from your CRM, MLS/portal feeds, and internal systems into one trustworthy source — the foundation everything else is built on.
Document & due-diligence automation
Extraction and verification of details from leases, title documents, and property records, turning slow manual review into a fast, auditable step with anything uncertain routed to a person.
How we deliver it
Start with the decision
We begin with the specific business decision you want to improve — pricing, lead prioritization, listing trust — and work backward to the data and model needed, rather than starting from the technology.
Connect the data first
We connect and clean your fragmented property, market, and lead sources into one reliable pipeline as the foundation, with the data work scoped honestly up front instead of discovered halfway through.
Build on your market
Every model is trained and tuned on your data and the markets you actually operate in, so valuations, scores, and matches reflect local reality — not a generic model from another city.
Ship to production
We deliver a live system serving your team and your users, with monitoring and feedback loops in place — not a pilot, a notebook, or a slide-deck demo.
Hand over everything
You receive the full code, models, pipelines, and documentation deployed under your brand, so your team can run and extend the system with zero vendor lock-in.
What these systems are built to do
The kind of capability these systems give you — not client metrics.
AI for Real Estate & PropTech — answered
No, it's the normal starting point and handling it is part of the build. We connect and clean your fragmented sources — CRM, MLS and portal feeds, internal records — into one reliable pipeline as the foundation for everything else. We scope that data work honestly at the start so it isn't a surprise discovered halfway through the project.
An automated valuation model gives you a fast, consistent estimate with a confidence range and the comparables behind it, which is why lenders, investors, and appraisers already use them widely. We design ours to be explainable, so an analyst can see why a number came out the way it did and override it when local knowledge says otherwise. It's built to support your experts' judgment, not to replace it with a black box.
Yes — that's the whole point. We train and tune the models on your data and the markets you actually operate in, so valuations and matching reflect local pricing dynamics rather than a model built for somewhere else. A generic national model is exactly what we're built to avoid.
Most teams work leads in the order they arrive, which means high-intent buyers wait while low-fit ones get the same attention. A scoring model ranks every lead by genuine likelihood to transact — using source, behavior, budget fit, and timing — so your team spends its limited hours on the leads most likely to close. The result is better conversion from the same volume and the same headcount.
No. Off-the-shelf tools are built for everyone and rarely fit your exact workflow, data, or market, and they charge per seat forever. We build a custom system around your operation that you own outright — code, models, and pipelines — with no platform fees and no lock-in. If an existing tool genuinely solves your problem, we'll tell you that honestly rather than build something you don't need.
You own 100% of it — the code, the models, the data pipelines, and the documentation — deployed on your infrastructure under your brand. There are no per-seat fees and no vendor lock-in. We hand over everything and run a knowledge-transfer session so your team can maintain and extend the system after we leave.
Every engagement is scoped and quoted per project, on a clear timeline agreed up front before any building starts. We begin by mapping the specific decisions you want to improve and the data behind them, then give you a concrete scope and plan. You'll know exactly what we're building and why before development begins.
Other industries we build for
Let's build it for Real Estate & PropTech.
Tell us the operation you want to transform. We'll map the system and scope it with you — or give you an honest no.