Accelerated Lease Accounting and Close for Property Portfolios
AI extracts and normalizes lease terms, automates ASC 842/IFRS 16 calculations and journal entries, and routes exceptions for human review - shortening close cycles and lowering misstatement risk.
Illustrative example only. Every workflow requires its own operational, quality, and risk review.
Before: the work today
A real estate finance team manages hundreds to thousands of leases across legal entities and formats (PDFs, scanned documents, spreadsheets). Manual abstraction, rent schedule reconstruction, and frequent amendments create a slow month-end close, inconsistent accounting treatment, and audit friction.
Change: a better workflow
Implement a document-to-ledger workflow that combines document AI, rules-based accounting logic, and human-in-the-loop validation to produce auditable lease accounting outputs.
- Ingest lease documents, rent rolls, and amendments using OCR and a pretrained document-NLP model to extract key fields (start/term, options, escalation clauses, variable rent).
- Apply an accounting rules engine to classify leases, compute right-of-use assets and lease liabilities (ASC 842 / IFRS 16), and produce amortization schedules and disclosure data.
- Integrate with ERP/GL using connector or RPA to post draft journal entries; flag exceptions and high-risk items to a workflow for F&A review and sign-off.
- Maintain an immutable audit trail, versioned source documents, model metadata, and role-based approvals to satisfy internal control and external audit requirements.
After: illustrative capacity created
Teams typically see a 30-60% reduction in time spent on lease abstraction and a 20-50% faster month-end close for lease-related entries. Error rates and post-close audit adjustments decline, often reducing external audit effort on lease testing by 20-40%, while freeing finance staff for higher-value analysis.
This is an illustrative use case designed to show where better workflows, automation, and AI can create capacity. It is not a description of a specific client engagement. Results depend on your data, processes, and goals.
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