Property and Title Document Summarisation for Home Loans

• Head of Legal and Technical Verification
• Empanelled Advocate Coordinator
• Home Loan Credit Manager
• Head of Mortgage Operations

A home loan or loan-against-property file may hold decades of title documents: sale, gift and partition deeds, encumbrance certificates, mutation entries, tax receipts, approved plans and builder documents, often in Marathi, Hindi, Kannada, Tamil or Gujarati. Empanelled advocates prepare the title search and legal scrutiny report, and credit teams then read that report alongside the documents.

We build a summarisation assistant for the legal and technical verification desk. It reads every property document in the file, including regional-language deeds and scanned revenue records, and extracts parties, dates, registration details, survey or plot numbers, areas and boundaries. From these it builds a chronological chain-of-title table, highlights breaks, mismatched descriptions and encumbrances, and checks the file against your property checklist for the property type and state. Each item links to the page it came from, with an English working translation beside the original text. The empanelled advocate uses the summary while preparing the legal opinion, and the credit manager uses it to read that opinion against the documents.

• Reads deeds, ECs, mutation and revenue records, tax receipts and approvals in English, Hindi and regional languages
• Extracts parties, registration numbers, dates, survey or plot numbers, areas and boundaries
• Builds a chronological chain-of-title table with breaks and mismatches highlighted
• Lists encumbrances, attachments and restrictions found in ECs and revenue records
• State and property-type checklists, including RERA and tripartite documents for builder flats
• Original text and an English working translation side by side for every cited passage

1. 01Receive property documentsScans arrive from the branch, the customer or the builder and are grouped under the loan application.
2. 02Classify and extractEach document is typed and key details are extracted, with regional-language text translated for reference.
3. 03Build the chain of titleTransfers are ordered by date and linked by parties and property description to form the title chain.
4. 04Check for gaps and encumbrancesRules and the language model flag breaks, mismatches, encumbrances and checklist gaps, each with confidence.
5. 05Advocate and credit reviewThe empanelled advocate reviews the summary while preparing the legal opinion, and the credit manager reviews open flags.
6. 06Record in the loan fileThe summary, flags and resolution notes are stored in the LOS with the legal and technical reports.

1. Intake
   • Branch and customer upload connectors
   • Builder document intake for approved projects
   • Loan-level grouping
2. Document understanding
   • OCR for Indian scripts and stamp paper scans
   • Classifier for deeds, ECs and approvals
   • LLM extractor and reference translator
3. Title analysis
   • Chain-of-title builder
   • Property description matcher for survey numbers, areas and boundaries
   • Encumbrance and checklist rules
4. Review
   • Advocate and credit review workspace
   • Flag resolution notes
5. Integration
   • LOS document and summary adapter
   • Audit log

The empanelled advocate gives the legal opinion, and the credit manager decides whether the property is acceptable security. The assistant summarises and flags; it does not give legal advice or certify title.

• Loan origination system document module
• Empanelled advocate and valuer portal
• Document management system
• Approved-project records held by the lender
• CERSAI registration workflow already used by the lender

• Translations labelled as working references; the original text is authoritative
• Flags cite source pages, with no inferred ownership without a document
• Low-confidence extraction on old or damaged scans marked for manual reading
• Property and personal data kept in the lender's environment
• No legal conclusions in the output, only facts and flags

• Supports the lender's property due diligence process; the title opinion remains with qualified advocates as the lender's policy requires.
• Personal data in property documents is handled with purpose limitation and retention controls under the DPDP Act 2023.

• NBFCs & Lending

  Loan Application Document Extraction

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• NBFCs & Lending

  Co-Lending and Portfolio File Audit

  Check every loan file in a co-lending tranche, assignment pool or portfolio buyout against eligibility criteria and the loan system, listing missing documents and mismatches before money moves.

• Real Estate & Construction

  Sale Agreement and Title Document Review

  Check each agreement for sale against the booking form, cost sheet and RERA record, and build a title chain from land documents with gaps flagged for your advocate.

• Real Estate & Construction

  RERA and Project Document Data Extraction

  Collect project listings, unit inventory and filed documents from state RERA portals into a clean, comparable dataset, with quarter-on-quarter changes flagged for analysts.