AI property valuation model
Estimates sale prices and rents from comparables, location and unit attributes, with a confidence range and the factors behind each figure.
Custom AI · Real Estate
Custom Real Estate AI Development
Valuation models, property recommendation engines, lease intelligence and full proptech products. We design, build and ship custom real estate AI that you own outright.
Overview
Custom real estate AI development for proptech and property firms
Off-the-shelf tools stop where your advantage starts. A brokerage wants buyers matched to units the way its best agent would match them. A developer wants to price a new tower floor by floor. A proptech startup needs an AI product that investors and pilot customers can try. These are jobs for custom real estate AI development: models built on your listings, transactions and documents, inside software your team or your customers actually use.
We build across the stack. An AI property valuation model estimates sale prices or rents from comparable transactions, listing data, location and unit features, and shows which factors drove each estimate. A property recommendation engine learns from search behavior and stated preferences to rank listings for each buyer. Document AI reads leases, SPAs and title documents at portfolio scale and answers questions about them. Each one ships as an API, a web dashboard or a mobile real estate AI app.
Our recommendation work started with Estraha, where we built an English and Arabic chatbot for the Saudi market that matches visitors to properties from a plain description. For Vikk we built an LLM and multi-agent system that analyzes legal documents, which is the same technology behind lease and contract intelligence. As a proptech software development partner, we handle data assessment, modelling, the app, integrations and deployment in your cloud and region, and you keep 100% of the IP.
Use cases
Custom AI Development use cases in Real Estate
Property recommendation engine
Ranks listings for each buyer from preferences, budget and browsing behavior, for portals, developers and agencies.
Lease and contract intelligence
Reads leases, SPAs and service agreements across a portfolio and answers questions about terms, dates and obligations.
Proptech MVPs
Takes a real estate AI product idea to a working app that pilot customers and investors can use.
Multilingual listing descriptions
Drafts listing copy in several languages from unit data and photos, for an agent to check against your advertising rules.
Internal AI assistant for agents
Gives agents and asset managers one place to ask questions across listings, CRM history and policy documents.
How it works
How it works
- 01Data comes inListings, transactions, portal data, documents and user activity flow in from your systems through secure pipelines.
- 02Models do the core workValuation, ranking or document models process each request using the features that matter in your market.
- 03Results are explainedOutputs come with confidence levels and the reasons behind them, so agents and analysts can trust or challenge them.
- 04Your product delivers itThe result appears in your app, portal, CRM or dashboard through an API.
- 05Models keep up with the marketMonitoring tracks accuracy and drift as prices move, and models are retrained on fresh data.
Capabilities
Key features
Machine learning for pricing
Valuation and rent models trained on transaction and listing data, tuned for each city or segment.
LLMs, RAG and multi-agent systems
Language AI grounded in your listings and documents, with guardrails against invented facts.
Arabic and multilingual by design
Interfaces and models that work in Arabic, English and the other languages your users need.
Location intelligence
Distance to metro stations, schools, beaches and amenities built into models and search.
Full-stack delivery
Model, backend, web and mobile app and integrations from one team.
100% IP ownership
You own the code, data pipelines and trained models.
Integrations
Works with your Real Estate stack
- MLS / IDX listing feeds
- Google Maps Platform
- OpenAI
- Google Vertex AI
- PyTorch
- AWS
- Azure
- Google Cloud
- PostgreSQL
- React / React Native
Using something else? If it has an API, a database or a webhook, we can connect to it.
Outcomes
Benefits for Real Estate teams
A product competitors can't buy
Models trained on your own transactions and leads do things generic tools can't.
Faster pricing decisions
Analysts and agents get a defensible estimate in seconds instead of building comparables by hand.
Ready for real users
MVPs built to production standards, not demos you have to throw away.
No per-seat fees on core features
Owning the AI at the heart of your product means you don't pay a vendor for every user.
Our work
Related Work
AI Chatbot2025
Estraha AI: Smart Property Assistant
Estraha AI is an intelligent chatbot that helps users find properties through simple conversations. The chatbot understands what users are looking for and recommends the best properties from available listings. It works in both English and Arabic, making property search easy and personal.
View case study →
AI Chatbot2024
Vikk AI: AI-Powered Legal Assistant
Vikk AI is a 24/7 AI-powered legal assistant that gives users instant, private legal guidance, analyzes their documents, and connects them with verified lawyers when needed. We helped build a conversational platform that delivers state-specific answers across dozens of legal categories and languages.
View case study →
FAQ
Custom AI Development for Real Estate: FAQs
Can AI predict property prices accurately?
It depends on the data. With enough recent transactions and good listing data, valuation models give useful estimates with confidence ranges. Thin markets and unique properties still need a human valuer, and we design the model to say when it is unsure.
Can you build a property recommendation engine?
Yes. Our Estraha work for Saudi Arabia recommends properties from natural-language descriptions in English and Arabic, and we build ranking models that also learn from search and click behavior.
Do you do proptech software development for startups?
Yes. We build proptech MVPs with the model, backend and web or mobile app included, so founders can run pilots and raise funding on a real product.
What data do we need for a custom real estate AI model?
Usually transaction or rental history, listing attributes and location data. We assess what you have, add public or licensed sources where that is allowed, and recommend the simplest model that does the job.
Who owns the real estate AI you build?
You do. Code, trained models and data pipelines are 100% yours, and you can host them in your own cloud account and region.
How long does custom real estate AI development take?
A focused AI feature can ship in weeks, and our Vikk MVP took six. A valuation model with a full app usually takes longer. We set milestones after discovery.
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ExploreFurther reading
Custom AI Development for other industries
Build the proptech your competitors can't buy.
Bring your idea and whatever data you hold. We'll give you a straight answer on feasibility, timeline and the first version worth building.