How to build a Lease Abstractor Agent

An AI-powered lease analysis assistant that processes uploaded lease files to extract property information, maintenance responsibilities, financial terms, and key dates into structured JSON output.

Challenge

Manually reviewing commercial lease documents to extract maintenance responsibilities, financial terms, and key dates is time-consuming, error-prone, and requires specialized expertise.

Industry

Real Estate

Department

Sales

Finance

Integrations

OpenAI

This intelligent workflow transforms complex commercial lease analysis from a manual, hours-long process into an automated, structured extraction system. Users simply upload their lease documents, and the AI systematically extracts critical information across multiple categories.

How It Works:

  1. Document Upload & Processing — Users upload lease files (PDFs, scanned documents) which are processed with OCR capabilities to extract readable text.

  2. Parallel AI Analysis — Multiple specialized AI analysts work simultaneously to extract different categories of information:

    • Basic Lease Terms — Property name, addresses, square footage, lease dates, tax clauses, insurance and CAM reimbursements, renewal options

    • Maintenance Responsibilities — Detailed extraction of landlord vs. tenant responsibilities for landscaping, structural elements, roofing, painting, doors, locks, and more

  3. Intelligent Conflict Resolution — The system applies a clear precedence hierarchy (Addendum > Base Lease > Riders > Exhibits) when terms conflict, ensuring accurate interpretation.

  4. Structured Output — Results are delivered as organized JSON with confidence scores and explanatory notes for each extracted data point, making it easy to identify items requiring human review.

Key Features:

  • Handles multiple lease term periods (base lease, extensions, renewal options)

  • Flags OCR-unreliable sections to prevent hallucination

  • Provides confidence ratings (high/medium/low) for every extracted value

  • Extracts 50+ data points per lease including property details, financial terms, and maintenance matrices

Get started

Let’s Build AI Agents, Together

Book a demo to see how AI agents can help your team process unstructured documents and perform complex analysis faster and more accurately.

Get started

Let’s Build AI Agents, Together

Book a demo to see how AI agents can help your team process unstructured documents and perform complex analysis faster and more accurately.

Get started

Let’s Build AI Agents, Together

Book a demo to see how AI agents can help your team process unstructured documents and perform complex analysis faster and more accurately.