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REAL ESTATE & PROPTECH

AI that understands
property.

Property decisions ride on data that is messy, unstructured, and high-stakes. We build valuation models, lease intelligence, and conversational property search, with the accuracy and citations that let buyers, brokers, and underwriters trust an AI answer enough to act on it.

[ 01 ] USE CASES

Six ways we deploy AI in real estate.

From AVM systems to lease intelligence every engagement is scoped around your data sources, your use case, and the decisions your team needs to make faster.

01

Property Valuation Models

AVM systems using comparable sales, location features, and market conditions. Explainable valuations with confidence intervals.

02

Lease & Contract Intelligence

RAG over leases, PSAs, and title documents. Extract key dates, clauses, obligations, and risks instantly.

03

AI Property Search

Semantic search and natural language query over property listings. "3-bed near good schools with a south-facing garden" understood.

04

Market Analysis Automation

LLM pipelines that generate market reports, investment summaries, and neighbourhood analyses from structured data.

05

Lead Scoring & Routing

Propensity models that score buyer and seller leads by likelihood to transact. Route to the right agent at the right time.

06

Maintenance & Facilities Intelligence

Predictive maintenance for commercial portfolios. Work order prioritisation and vendor routing from IoT and inspection data.

[ 02 ] WHAT MAKES REAL ESTATE AI HARD

Four challenges we solve first.

Valuation requires explainability

AVMs need to justify their outputs to buyers, lenders, and regulators. We build valuation models that show their working comparables, adjustments, confidence bounds.

Property data is heterogeneous

MLS feeds, county records, satellite imagery, IoT sensors real estate data lives in formats that don't talk to each other. We build normalisation pipelines that make it usable.

Lease documents are long and complex

Commercial leases run to hundreds of pages with critical terms buried in schedules and addenda. RAG over raw PDFs misses too much we build structured extraction pipelines.

Market signals change fast

Interest rate moves and inventory shifts change pricing dynamics quickly. Models need retraining triggers and drift monitoring, not quarterly manual reviews.

Twenty-plus AI systems shipped to production. One playbook, six industries, and a team that stays past launch.

0+
AI systems live in production
0+
Senior engineers & researchers
0%
Avg. eval pass rate before ship
[ 03 ] COMMON QUESTIONS

Before you brief us.

How accurate are automated valuation models?

In liquid markets with good comparable data, well-built AVMs achieve median errors of 3–6% on residential properties. Accuracy drops in thin markets and for unique properties we quantify this uncertainty explicitly rather than hiding it.

Can you build natural language search over our listing database?

Yes. We embed your listings using property-specific feature extraction, then build a semantic search layer that understands natural language queries. Typical build time is 4–6 weeks including evaluation.

How do you extract terms from commercial lease documents?

We build structured extraction pipelines that combine layout-aware PDF parsing with LLM-based entity extraction. Key dates, rent escalations, break clauses, and obligations are extracted into structured records not just surfaced as raw text.

What property data sources do you work with?

MLS APIs, CoStar, Zillow, county assessor records, ATTOM, and custom data warehouse exports. We can work with whatever combination of sources your platform uses.

AVAILABLE · Q3 2026 INTAKE OPEN· READY WHEN YOU ARE
· AVG. RESPONSE 4H · NDA-SAFE

Let's talk about
what you're building.

30 minutes, one of our seniors, no slide deck. By the end of the call you'll know whether we're the right team, and if not, who is.

Senior
On the first call. Always.
4 h
Avg. response time
NDA-safe
Hundreds signed
100%
Own your IP & code
OCTALCODESENIOR AI ENGINEERING · PRODUCTION-GRADESTUDIO SINCE 2012 · AI PRACTICE SINCE 2022 · LAHORE, PAKISTAN
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