From Process to Judgment: Legal’s AI-Driven Inflection Point

Rounding out my reflections from LegalWeek 2026, two panels focused on how Generative AI will reshape the legal profession::

• GC Workshop: What Would Actual AI Disruption Mean for Law Firms and GCs? moderated by Dan Ruderman at Lexis Nexis with panelists Amy Sellars, Oz Benamram, Allen Waxman, and Matthew Lung, and
• Building a Resilient Practice: Leadership, Values, and Decision-Making in Uncertain Times moderated by Joe Borstein at Baretz + Brunelle with panelists  Maryana Kodner, Lisa Shuchman, and Rebecca Goodman-Stephens.

Taken together, they point to a profession finally at an inflection point: velocity is increasing, traditional structures are under pressure, and the premium on judgment, adaptability, and leadership is rising.

From Efficiency to Reconfiguration

Generative AI is already accelerating legal workflows. Early data suggests roughly 7% of legal work now incorporates AI assistance, with rapid growth ahead.

But the deeper implication is structural change.

As Allen Waxman noted, faster insights delivered within actionable timeframes expand the client value proposition. The corollary: clients will pay only for the highest-value legal judgment, not the process that gets there. 

This shift challenges the traditional law firm model:

• Fewer billable hours for routine work
• Reduced leverage
• Pressure on headcount and training structures

At the same time, it creates opportunity.

Resilience in this environment is elasticity: the ability to flex intelligently as the ground shifts.

Judgment Becomes the Scarce Asset

AI may compress analysis, but it does not replace recommendation, accountability, or attorney-client privilege.

Matthew Lung framed this through a practical lens: not all legal work warrants perfect precision. In many cases, the cost of being wrong is low, and the real skill lies in calibrating effort to risk.

This reframes the lawyer’s role:

• From exhaustive analysis → to risk-weighted recommendation
• From information provider → to trusted decision architect

Or, Allen Waxmen put it: clients want to pay the firm’s best lawyers on the most important issues—no more, no less.

Client Relationships Will Tighten, Not Loosen

Amy Sellars highlighted a less obvious implication: closer integration between clients and outside counsel.

As in-house teams become more AI-enabled, they will arrive:

• Better informed
• More hypothesis-driven
• More selective about when to engage outside counsel

The dynamic shifts from service delivery to co-creation of legal strategy.

Like patients arriving at a doctor’s office having done their own research, clients’ preliminary conclusions may not always be accurate, but the preparation can lead to more productive, informed conversations.

The result is not the disintermediation trend we have seen over the past 2 decades, but greater synchronization.

Disruptive Horizons

Oz Benamram projected an aggressive timeline, with AI agents potentially handling up to 50% of legal work within three years.

Predictions of disruption in legal have historically outpaced reality. Still, the directional signal is clear:

• Routine work will continue to migrate to technology
• Experience alone will become a weaker differentiator
• Competency will be measured by capability, not tenure

For decades, the divide between incremental change and fundamental transformation has been debated. Generative AI may finally make that divide real.

The Structural Shift Already Underway

This moment did not begin with Generative AI—but AI is accelerating trends long in motion. For years:

• Expansion of in-house legal capabilities while selectively outsourcing
• Alternative providers have scaled across eDiscovery, contracts, and managed services
• Legal technology investment has increased many times over

The result is a more fragmented, competitive and dynamic legal ecosystem.

For law firms, this creates both pressure and possibility. As Joe Borstein noted, there is a renewed opportunity to reclaim work ceded decades ago, enabled by new delivery models.

At the same time, AI will reduce leverage and hours per deal—raising a critical question: Will increased demand offset the decline in traditional billable structures?

Leadership in a Resilient Practice

The panels also made clear: structural change demands leadership change.

The traditional apprenticeship model built on repetition of routine work is broken.

Rebecca Goodman-Stephens emphasized rethinking how lawyers are trained. To develop the next generation of lawyers, partners must:

• Model curiosity and humility, in addition to authority
• Shift from giving answers → to framing better questions
• Leverage AI tools to simulate negotiation, dealmaking, and case strategy

In its place, firms must cultivate:

• Hustle and grit to win in changing terrain
• The ability to adapt while maintaining outcomes
• The discipline and mindset to recalibrate continuously as conditions change

These are, notably, the core strengths long embedded in legal operations: aligning people, process, and technology to deliver results under pressure.

Where the Industry Stands

Several years ago, I argued that while demand for legal services would remain constant, the structures delivering those services would change dramatically.  That thesis is now playing out in real time.

Corporations built law departments as an alternative to law firms—often to address gaps in cost, service, and control. At the same time, outsourcing of functions such as eDiscovery, contract management, and bill review has become mainstream.

If a law department functions as both a revenue enabler and risk reducer, sustained investment is justified. If not, with more external options to select from, companies will increasingly look to externalize more legal work.

Meanwhile, Joe Borstein is bullish on the opportunity for managed service organizations (MSOs) to run the business of law allowing firms to focus on the practice of law.

The legal industry is being recomposed by technology, client expectations and new operating models.

The question is no longer whether change is coming. It’s who will adapt fast enough to lead.

Ready to put AI to work in your legal department? Our Accelerator Consulting Program can help.