What It Takes to Scale AI with Confidence
Artificial intelligence (AI) has evolved from a trial phase to a critical technology in the legal field. It fundamentally reshapes how legal teams function, bill clients, and manage risks. On March 10, we kicked off the first episode of the Future Ready Lawyer 2026 webinar series, titled “Building Confidence in an AI Era.” This session emphasized how organizations can effectively and responsibly scale AI technology.
The webinar went beyond theoretical discussions, diving into the practicalities of technology adoption. By leveraging current data and expert insights, legal operations leaders can optimize their workflows and ensure their teams harness new software efficiently and safely.
How Technology is Transforming the Legal Profession
The session highlighted the transition from testing individual tools to implementing them on a broader scale across teams and regions. Participants reviewed findings from the 2026 Future Ready Lawyer Survey, revealing that 92 percent of legal professionals now utilize at least one AI tool in their daily operations.
The data shared during the webinar paints a vivid picture of technology’s growing influence in the legal sector:
- Real productivity gains: 62 percent of respondents reported saving between six and 20 percent of their work week due to process automation.
- Revenue growth: 52 percent of law firms and legal departments attribute a six to 20 percent revenue increase to their software investments.
- Enduring challenges: Despite high adoption rates, 39 percent of professionals cite insufficient training and resources as major hurdles, while 41 percent express concerns over ethics and data privacy.
Key Insights from the Webinar
1. The Focus Has Shifted from Adoption to Scaling AI
One of the most significant takeaways from the discussion was the recognition that the legal field has moved beyond initial experimentation. With over 90% of legal professionals now using at least one AI tool, the pressing issue has transitioned from access to aspects like consistency, governance, and scaling.
Panelists highlighted the fragmented nature of AI usage today—different tools and approaches often coexisting within the same organization. Elgar Weijtmans and Ken Crutchfield pointed out that this fragmentation might work during pilot phases, but it falters when organizations attempt to consolidate AI usage enterprise-wide.
The central question for legal leaders is no longer about the presence of AI, but rather how it is governed and integrated across teams.
2. The Challenge of AI Lies with People, Not Technology
A recurring theme throughout the session was that technology constitutes only a fraction of successful AI implementation—approximately 20%—while people represent the larger component at about 80%.
Firms and legal departments achieving tangible results are those that prioritize extensive training, change management, and workflow redesign. This approach includes small-group enablement, mapping real use cases, and demonstrating how AI integrates into daily tasks, rather than simply granting access to a tool and hoping for the best.
Panelists reinforced this point, arguing that meaningful adoption occurs not through one-off training sessions, but when lawyers recognize immediate relevance to their needs. Absent this connection, even the most advanced technology can stagnate.
3. “Shadow AI” Reflects Governance Failures, Not User Failures
The discussion frequently returned to concerns about “shadow AI,” where lawyers resort to using consumer-grade tools outside of sanctioned systems.
Panelists explained that shadow AI arises when official tools are cumbersome, poorly integrated, or simply unavailable. Lawyers will naturally gravitate towards the easiest solution for completing their tasks.
The most effective strategy for minimizing shadow AI is not through stricter enforcement, but rather through enhanced design. By embedding secure, approved AI tools into document management systems and workflows, the incentive to use external tools drastically diminishes.
4. AI Isn’t Displacing Lawyers; It’s Highlighting Their Unique Roles
A profound insight from the discussion centered around how AI is eliminating non-legal and administrative tasks that previously consumed significant time. As these tasks fade, the legal profession must grapple with a fundamental question: what constitutes unique legal expertise?
This shift carries implications beyond efficiency, affecting pricing models, staffing, the roles of in-house teams versus law firms, and even the definition of legal value. Far from diminishing a lawyer’s role, AI is refining it to focus on the most strategic and essential elements.
Why This Matters for Legal Operations
A consistent message emerged from the discussion: AI is accelerating trends already present in the legal sector. The winning organizations will not be those chasing the latest models or tools, but those investing in leadership, governance, and a clear understanding of how legal work is executed. For legal operations, these insights represent a transition from evaluating tools to leading operational initiatives. The value now lies in establishing governance, integrating AI into workflows, and fostering consistent adoption across teams. Legal operations serve as the essential link between strategy, technology, people, and the expectations of outside counsel, ensuring AI realizes its potential for scalability, trust, and measurable impact—rather than merely isolated improvements in efficiency.
For further insights, download our Future Ready Lawyer 2026 report, Confidence in an AI Era: Scaling AI Across Organizations. Additionally, you can register for the remainder of the webinar series.
