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Case Study: How Small In-House Legal Teams Use AI to Drive Efficiency and Business Value

July 21, 2025 (4 min read)

In-house counsel that operate with a small team, or perhaps even as a one-person legal department, are all too familiar with the daily juggling act between corporate governance, contract drafting, employment policy development, intellectual property management and of course the crisis du jour.

But this pressure to maintain high standards while managing costs and time constraints is now being boldly addressed with innovative legal technology solutions powered by artificial intelligence (AI).

Nearly every corporate legal department recently surveyed by CSC is now using AI in its operations, with 49% reporting that the technology is “significantly helping” their legal teams, according to Law360® Pulse.

A recent case study shared with us by the leader of a small corporate legal department demonstrates how legal AI is revolutionizing the way lean legal teams operate in order to drive efficiency, reduce risk and deliver business value.

How a Solo General Counsel Uses Legal Tech to Run Lean, Modern In-House Operations

Jim Pyle, chief legal officer at Final Offer LLC, exemplifies the modern in-house counsel challenge. As the sole legal professional at a cutting-edge real estate technology company, Mr. Pyle manages the entire spectrum of legal operations without the luxury of a supporting team. Final Offer's platform, which serves leading brokerages across North America with search and offers negotiation tools for residential real estate, requires sophisticated legal oversight despite its streamlined organizational structure.

The company's commitment to innovation extends beyond its core technology offerings. Recognizing that legal operations must be as efficient and forward-thinking as their business model, Final Offer invested in advanced legal technology to support their lean legal department structure.

How Legal AI Helps Solo Legal Departments Balance Speed, Accuracy, and Cost

Mr. Pyle faces the typical constraints that plague solo legal departments anytime the CLO wants to implement a new tech-enabled solution:

  • Traditional legal research tools were time-intensive, often requiring hours to complete tasks that seemed straightforward; and
  • Complex drafting projects frequently necessitate validation from expensive outside counsel, creating both cost pressures and workflow bottlenecks.

His challenge was how to maintain accuracy and quality standards, while simultaneously accelerating workflow and controlling costs. For many small in-house teams, this tension between speed and precision creates a constant state of professional stress, where thoroughness must be balanced against practical time limitations.

He soon discovered that the answer to how to navigate these tensions was in emerging legal AI technology.

Lexis+ AI® Delivers 50% Time Savings and Greater Confidence for In-House Legal Workflows

The integration of Lexis+ AI®, combined with the award-winning Law360® legal news service, transformed Final Offer's legal operations in several key areas.

  1. Faster Research

Rather than replacing human judgment, the AI solution enhanced Mr. Pyle's capabilities by handling routine tasks and providing reliable starting points for more complex work. The technology proved particularly valuable in research acceleration, where tasks that previously consumed entire hours could be completed in minutes. This dramatic time reduction didn't come at the expense of quality — instead, it freed up cognitive resources for higher-level strategic thinking and analysis.

  1. Improved Drafting

Document drafting saw similar improvements. Rather than starting from blank documents or spending time locating appropriate templates, Mr. Pyle could generate reliable first drafts for contracts, corporate resolutions and other essential documents. These AI-generated drafts provided solid foundations that could be refined and customized, eliminating the paralysis that often accompanies complex drafting projects.

  1. Up to 50% in Time Savings

The quantifiable results speak to the transformative potential of well-implemented legal AI. Final Offer achieved a 30-50% reduction in time spent on core legal tasks, with research and drafting workflows seeing the most dramatic improvements. This efficiency gain translated directly into capacity for more strategic work and reduced pressure on tight deadlines.

  1. Substantial Cost Savings

The cost implications proved equally significant. The company achieved substantial savings in legal expenses by reducing reliance on outside counsel for routine inquiries and document drafting. This shift from external costs to internal efficiency represents a fundamental improvement in resource allocation, especially for small legal teams operating with constrained legal budgets.

  1. Confidence in Linked Sources

Perhaps most importantly, the solution enhanced Pyle’s confidence in legal sources. Direct access to authoritative sources through integrated citation ensured that speed gains did not create quality risks. This combination of efficiency and reliability addressed one of the primary concerns about AI adoption in the in-house legal department.

What Legal AI Means for In-House Counsel: Strategic Implications for Efficiency and Risk Management

The Final Offer case study offers a compelling roadmap for how small in-house legal teams can leverage AI to enhance their day-to-day operations.

“Lexis+ AI is like having a trusted colleague in my office,” said Mr. Pyle. “It saves me time, enhances my confidence and ensures I’m always on the right track. As a solo legal department, it’s an indispensable tool.”

LexisNexis® offers AI-powered legal tools for corporate legal teams, including legal research, drafting, summarization and document analysis tools that deliver on the potential of AI technology. The platform delivers answers to your in-house legal team that are grounded in the world’s largest repository of reliable and exclusive legal content from LexisNexis, with industry-leading data security and attention to privacy. This ensures that the answers you obtain from your prompts are reliable and based on the most up-to-date information, providing confidence in the quality and integrity of your search results.

All of these resources are accessible to in-house legal teams via Lexis+® General Counsel Suite, an all-in-one information resource that provides in-house counsel with a vast collection of legal resources, breaking business and legal news, and Practical Guidance content.