Our customer, a top Am Law 100 firm, required an end-to-end solution to review and analyse 415 complex attributes underpinning real estate finance transactions across banking, private credit, capital markets, fund finance, restructuring, and securitisation.

Challenge

  • Deal documentation routinely spanned 200-300 pages, with critical operational and compliance obligations buried deep within dense legal text, slowing review cycles, reducing visibility, and increasing regulatory risk.
  • Significant variation in document structure, terminology, and lender drafting meant many attributes required nuanced legal interpretation rather than simple extraction, complicating consistent tagging and analysis.
  • Each transaction involved multiple documents with over 100 critical attributes, such as extension conditions, hedging mechanics, and fee structures, often embedded across multiple sections, making labelling time-consuming and interpretation time intensive.

Solution

We deployed a tailored, tech-enabled solution supported by a team of experienced contract review experts that delivered:

  • Strengthened institutional knowledge by reducing ad-hoc query volume through a robust knowledge infrastructure and enabling a domain-expert team
  • Accelerated deal turnaround from one month to just one week, significantly improving efficiency
  • Established the foundation by implementing a centralised Smartsheet query tracker, developing internal dictionaries for complex terminology, and maintaining a continuously evolving playbook that was updated with each resolution
  • Built reusable templates for data types that typically remained uniform across deals
  • Enabled smart assignment by categorising deals based on complexity, resulting in faster processing and higher accuracy
  • Built pattern recognition capabilities across lenders, facility structures, and clause language, resulting in faster interpretation of recurring provisions
  • Extracted and structured high-quality data for training and improving AI models
  • Provided real-time project visibility through dashboards, giving stakeholders immediate insight into progress across all active deals

Impact

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Significant reduction in review time per transaction

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Greater than 99% accuracy across extracted and structured metadata

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Real-time dashboards enabling end-to-end deal visibility

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Reduced risk of missed covenants and obligations

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Faster deal analysis and legal decision-making

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Improved negotiation readiness through instant access to critical loan terms

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