What does successful AI adoption look like in legal operations today? That question was at the center of Wolters Kluwer ELM Solutions' recent webinar, “Technology Update: AI Developments and Practical Applications.” The discussion explored practical use cases, proven adoption strategies, and emerging trends that can help legal departments turn AI potential into measurable business value.
The most successful organizations are taking a practical approach. They're focusing on high-value use cases, establishing clear ownership, building internal support, and ensuring humans remain responsible for judgment and validation.
Five lessons for legal operations leaders
If you're evaluating or expanding AI initiatives, the key lessons are straightforward:
- Focus on specific legal and legal operations workflows where AI can deliver immediate value.
- Assign clear ownership and executive sponsorship for AI programs.
- Build a network of internal champions who can demonstrate practical use cases.
- Maintain human oversight, particularly for validation and decision-making.
- Prepare for more agentic AI systems that rely on strong data and technology integration.
What AI Is already doing well in legal operations
While discussions about AI often focus on future possibilities, several use cases are already delivering meaningful results today.
Matter and request triage
Legal departments often receive a high volume of requests, disputes, and inquiries that compete for limited attention. AI can help classify, prioritize, and route these matters so legal professionals spend less time sorting requests and more time focusing on issues that require their expertise.
Contract review and analysis
Organizations are using AI to review agreements against established standards, identify potential issues, compare language to internal playbooks, and support negotiation workflows. The result is greater efficiency, improved consistency, and larger contract volumes.
Invoice and administrative review
Reviewing invoices, checking compliance with billing guidelines, and handling repetitive administrative tasks can consume significant time. AI can help automate these activities while allowing attorneys and legal staff to focus on higher-value strategic work.
What Separates Successful AI Programs from the Rest
Technology alone does not guarantee results. Organizations that achieve meaningful adoption tend to share several common characteristics. They:
- Assign clear ownership: Successful organizations designate someone to lead AI adoption efforts. Whether that person sits in legal operations, legal leadership, or another function, clear accountability helps initiatives progress into daily operations.
- Secure executive sponsors and internal champions: Communicating executive expectations and support significantly increases technology adoption. In addition, enthusiastic early adopters can share practical examples with colleagues and build trust through peer-to-peer learning.
- Build a strong foundation for scale: AI systems can only deliver their full value when they have access to the information required to complete tasks. Organizations that invest in data management, integration, and interoperability can develop more advanced AI capabilities.
Where legal professionals continue to add the most value
Despite rapid advances in AI, the role of legal professionals remains critical.
Human judgment.
Many legal workflows contain substantial amounts of work that AI can help automate. However, legal professionals continue to play a vital role in defining the problem, providing context, evaluating outputs, and determining the best path forward.
Validation
Trust is fundamental in legal work. Even as AI systems become more capable, organizations must maintain processes for reviewing and validating outputs. Experienced professionals provide the contextual understanding and subject matter expertise needed to determine whether a recommendation or analysis can be relied upon.
The bottom line
Organizations that start with practical use cases, invest in adoption, and keep humans in the loop are best positioned to realize AI's benefits. As AI capabilities continue to mature, those foundational elements will become even more important for turning pilot projects into sustained performance.
For a deeper dive into these insights, watch the full webinar, along with the rest of the Practical AI for Legal Operations: From Pilot to Performance series.
And if you’re ready to operationalize AI in spend management, explore how TyMetrix 360° powered by Expert AI and LegalVIEW BillAnalyzer support automated review, insight generation, and measurable ROI.