What Linklaters and MIT Sloan reveal about AI specialists in law firms, workflow change, and the real engine of ROI.
Linklaters’ announcement of a 20-lawyer “AI specialist” group struck me as a bold move.
Dedicated talent, embedded across practice groups, sends a strong message to clients and the market: We’re serious about AI.
It is also a move that sits in fascinating tension with MIT Sloan’s Workforce Intelligence report that just came out, which found that GenAI’s greatest impact shows up when everyday workflows change—not when firms add more specialist roles.
This tension reminded me of those moments in Kitchen Nightmares when Gordon Ramsay walks into a struggling restaurant. The owners often believe that bringing in the star chef and installing a new menu will fix everything. But the breakthrough never comes from that evening when Ramsay is cooking the dishes.
It comes when he shows them the friction, clutter, and inconsistencies hiding in plain sight.
Expertise can spark change, but it can’t replace the everyday behaviors that make change stick.
That’s the heart of the GenAI puzzle facing law firms.
Why Copying Recipes Fails in the AI Kitchen
Here’s the deeper pattern behind the tension:
Law firms often confuse specialization with progress.
Hiring AI specialists feels productive.
It’s visible, legible, and familiar - law firms run on expertise.
But GenAI is unlikely to be the equivalent of e-discovery. It’s more like email:
Its value emerges only when everyone uses it to change how they work.
That doesn’t make Linklater's approach wrong. But the risk - for them and for any firm copying their approach - is assuming that hiring “AI lawyers” is the transformation.
Because true workflow change is never outsourced.
As in a restaurant, the menu may come from the chef, but the quality of service comes from everyone who touches the plate.
What the Research Actually Says: Five Clues About Where GenAI ROI Comes From
Instead of the usual innovation frameworks, the empirical evidence gives us a clearer picture of why the Ramsay metaphor resonates so strongly.
- Workflow change beats isolated talent
- MIT Sloan (2025) found that GenAI value is created through task redesign and workflow shifts, not through hiring more experts.
- Specialists help only when paired with capability-building
- McKinsey (2024) reported that organizations see far higher AI ROI when expert teams teach, coach, and upskill the broader workforce — not when they operate as a separate domain.
- Innovation stalls when tech is confined to specialists
- Harvard Business Review has repeatedly shown that professional service firms slow down when technology “belongs” to one group instead of becoming part of how everyone works.
- Legal AI works best when domain lawyers use it directly
- Stanford HAI (2024) found that legal LLM performance improves dramatically when subject-matter experts — not just AI experts — shape prompts, evaluate outputs, and refine workflows.
- Behavior change outperforms tool deployment
- Gartner (2024) concluded that digital ROI correlates far more with behavior adoption than with the sophistication of the tools themselves.
Together, the research echoes what Ramsay demonstrates each episode:
You can bring in a talented chef… but if the kitchen workflows and staff attitudes stay the same, nothing changes.
Weekly GenAI Tip: The 5-Minute Gordon Ramsay Walkthrough
Imagine a Gordon Ramsay-level GenAI expert walks into your firm.
Not to embarrass anyone.
Not to challenge your legal expertise.
Simply to observe.
For five minutes, look at your own work and ask:
“What would a GenAI expert immediately notice is off in my daily work?”
Not the AI part — the workflow part.
- A repetitive task no one has time to redesign
- A pricing or matter-setup step that always causes friction
- A delivery pattern that depends on one overextended expert
- A process everyone secretly hates but tolerates
- A step that takes too long because the workflow grew organically and never got revisited
You don’t have to know what GenAI can do.
You only have to acknowledge what’s not working in your “kitchen.”
That’s where AI creates ROI.
Not in automation, but in the courage to improve the underlying workflow.
Reflection: Gordon Ramsay, Linklaters, and the Future of GenAI in Law
Hiring AI specialists can be a smart investment when giving them the authority to shape workflows.
But the firms that will truly differentiate themselves won’t be the ones with the smartest AI menu.
They’ll be the ones where everyone - partners, associates, staff - learns to use the equivalent of salt, heat, timing, and service in their GenAI workflows.
The MIT report and Linklaters’ decision don’t contradict each other.
They reveal the two halves of the transformation:
- GenAI Specialists can help start the fire.
- Everyone’s behavior change will transform how the restaurant runs.
The law firms that thrive will be the ones willing to look honestly - like a Gordon Ramsay walkthrough - at what needs to change behind the scenes.