LeaseLens – AI-Powered Lease Agreement Analyzer thumbnail
AI & ML

LeaseLens – AI-Powered Lease Agreement Analyzer

AI-powered LeaseLens analyzes residential leases, extracts clauses, compares norms, and explains risks through clear reports.

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Project overview

What this project is about.

LeaseLens is an AI-powered web application that helps users understand residential lease and leave-and-licence agreements. Lease documents often contain lengthy legal language, complex clauses, and jurisdiction-specific conditions that can be difficult for tenants, property owners, and students to review.

Users can upload a lease agreement in PDF, PNG, or JPEG format and select the relevant jurisdiction. LeaseLens extracts the document text using direct PDF extraction or OCR for scanned documents. It then identifies and categorizes important clauses such as rent, security deposit, notice period, termination, maintenance, renewal, utilities, restrictions, and other essential conditions.

The application compares each extracted clause with curated jurisdiction-specific norms. It generates a structured report containing a deviation score, an overall summary, severity classifications, original clause text, plain-English explanations, reasons for flagged clauses, and the norms used for comparison.
LeaseLens classifies clauses into three primary categories: Normal, Worth Noting, and Red Flag. This allows users to quickly identify clauses that appear consistent with the selected norms, require clarification, or deserve careful review.

The platform includes a complete analysis workflow with document upload, extraction progress, clause segmentation, norms lookup, AI analysis, report generation, document history, retry support, and transparent norms inspection. It currently supports Maharashtra and Andhra Pradesh jurisdictions and is designed to support additional regions in the future.

The project combines artificial intelligence, document processing, OCR, web development, and database technologies into a practical legal-technology demonstration. It is intended for educational and informational purposes only. LeaseLens does not provide legal advice, determine whether an agreement is legally valid, or replace consultation with a qualified legal professional.

Who it is for

Usage and use case

  • 1. Upload a residential lease document in PDF, PNG, or JPEG format.
  • 2. Select the applicable jurisdiction.
  • 3. Allow LeaseLens to extract and analyze the document.
  • 4. Review the deviation score and summary report.
  • 5. Filter clauses by Normal, Worth Noting, or Red Flag severity.
  • 6. Review the original clause text, explanations, and applicable norms.

Built with

Technology stack

  • Python
  • FastAPI
  • React
  • Vite
  • JavaScript
  • PostgreSQL
  • SQLAlchemy
  • Alembic
  • Groq API
  • Large Language Model analysis
  • PDFPlumber
  • PDF2Image
  • Tesseract OCR
  • Poppler
  • Pydantic
  • PyYAML
  • HTML5
  • CSS3

What you get

Key features

  • AI-powered lease clause extraction
  • Plain-English clause explanations
  • Jurisdiction-specific norms comparison
  • Support for PDF, PNG, and JPEG documents
  • OCR support for scanned lease documents
  • Deviation score calculation
  • Normal, worth noting, and red flag classifications
  • Clause-level original text and evidence display
  • Analysis progress tracking
  • Document history
  • Norms and rules transparency
  • Re-analysis and retry support
  • Responsive web interface
  • Legal disclaimer and responsible AI guidance

Before you start

Requirements

Python 3.11 or 3.12
Node.js 20 or newer
PostgreSQL 16 or newer
Docker Desktop, optional
Tesseract OCR
Poppler with pdftoppm
Groq API key
Windows, macOS, or Linux
Internet connection for live AI analysis

Optional extras

Boost your project

Optional extras to help you document, present and understand your work. Mention the ones you like when you enquire.

  • Popular Documentation support Submission-ready project report.
    • Full project report (PDF and Word)
    • Setup guide and README
    • Diagrams and screenshots
    +₹999
  • Presentation support Slides ready for your review.
    • Slide deck of 12 to 15 slides
    • Speaker notes
    • Demo walkthrough script
    Ask about this
  • Publication support Guidance to turn it into a paper.
    • Paper structure and abstract
    • Journal and format guidance
    • Reference and plagiarism-check help
    Ask about this
  • 1:1 mentorship Live help from a mentor.
    • 45-minute video call
    • Code walkthrough
    • Viva question practice
    Ask about this

FAQ

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Yes. Describe the changes you need when you enquire, and we confirm the scope and the price before any work starts.

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Is there a demo?

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Can I get a refund?

Projects are digital, so payments are generally not refundable. If something went wrong, send a refund request with your order reference and we review it fairly. The Refund Policy explains the details.