Real Estate

Property Workflows & AI Automation

Real Estate AI Development
Agreement OCR & Ticket Triage

We build custom document intelligence systems and dispatch automation for property managers and real estate firms, from lease extraction to maintenance ticket triage. Built with LangChain and LangGraph.

Triage Agent Lease RAG Property AI Agreement OCR API Sync
Triage Agent LangGraph Lease RAG Term Search Property AI Portfolio Hub Agreement OCR Doc Parser API Sync System Hub

Capabilities

AI capabilities built for real estate teams

Every system is designed to streamline operations and decrease manual response times.

Automated Lease Ingestion

Parsing PDF lease files to extract key terms, rent amounts, security deposits, lease end dates, and tenant names into your databases automatically.

Lease Extraction OCR Pipeline Structured Data Data Ingestion

Maintenance Ticket Triage

LangGraph agents classify tenant requests by priority, dispatch plumbers or electricians automatically, and text tenants with updates.

Ticket Triage LangGraph Auto Dispatch SMS Notify

Lease & Regulation RAG

Provide property managers instant answers on municipal rental guidelines, tenant rules, or lease parameters. Returns results with source link references.

Lease RAG Query Engine Vector Search Qdrant

Tenant Screening Summarizer

Automated summary creation from background checks, credit applications, and employer references, helping property owners audit applications faster.

Tenant Screening Risk Summary Background Parse NLP

Valuation & Market Data Scraper

Scraping listings and transaction trends to feed pricing estimation models. Identifies local property opportunities in real-time.

Valuation AI Market Scraper Price Modeling Data Feeds

Automated Utility Invoice Audit

Audits utility invoices across a large property portfolio to spot billing irregularities or leakages automatically.

Invoice Audit Portfolio Audit Cost Control FastAPI

Operational Speed

Automating lease processing and maintenance tickets

We build workflow automation systems that connect tenant portals to dispatch queues, minimizing manual coordination delays.

Our real estate stack employs LangChain to extract details from complex agreement documents, LangGraph to route maintenance notifications, and REST endpoints to sync property databases.

Precise Term Extraction

Agreement parsers extract lease data with over 98% accuracy to prevent errors.

Auto-Dispatch Rules

Route critical issues (plumbing, locks) in under 60 seconds with no coordinator lag.

Standard API Integrations

Connects directly with AppFolio, Yardi, Entrata, or custom proptech platforms.

Hardened Vector Data

Client records are stored in secure VPC vector instances with strict column access parameters.

Common questions

Can your lease parser read scanned leases with messy signatures?

Yes. Our pipeline uses multi-modal OCR systems to parse low-resolution scans and handwritten annotations, converting them into structured data elements (like start dates and rent values) with high accuracy.

How does the maintenance dispatch agent handle false requests?

The agent is trained to cross-reference request text against tenant profiles and lease rules. If a tenant submits a request for something excluded under their agreement, the agent responds with details of the clause and alerts the manager.

What property management software (PMS) platforms can you integrate with?

We build middleware integrations that sync with AppFolio, Yardi, Entrata, Buildium, and custom SQL databases using secure API webhooks.

Can we run lease queries offline for confidentiality?

Yes. For property portfolios with strict privacy mandates, we deploy local offline models on your private cloud, ensuring tenant agreement data never leaves your direct control.

How long does a standard proptech AI deployment take?

Deploying a custom lease ingestion or dispatch pipeline takes between 6 to 10 weeks, depending on the number of fields, PMS APIs, and routing rules.

Book a Free Consultation for Real Estate AI

Ready to automate your lease processing, tenant communications, and maintenance dispatch workflows? Book a free consultation with our proptech AI architects.

Book a Free Real Estate Consultation