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Current trends for law firm adoption of AI: moving beyond ‘wow’ reactions and towards measurable ROI

Managing director, EMEA, at Morae Graham Haldane explores how law firms that align AI initiatives with strategy, broaden their definition of ROI to include qualitative indicators, and build strong organisational foundations will see greater gains from AI usage

Graham Haldane|Managing director, EMEA, Morae|

AI has moved rapidly from being a curiosity to being a partnership meeting agenda item in law firms of all sizes. Early reactions to genAI tools were often defined by surprise at their apparent intelligence and speed. However, as the initial impressions fade, law firm leaders are now asking harder, more consequential questions including:

  • How does AI improve firm performance?
  • Where does it create measurable value?
  • How should success be defined in a profession built on risk management, quality and trust?

The current phase of AI adoption in firms marks a shift from experimentation to execution —  the firms that succeed are no longer the ones merely testing tools, but those aligning AI initiatives with clear business objectives, operational realities and client expectations.

From experimentation to intentional adoption

In the early stages of AI adoption, many firms focused on pilots and proofs of concept. These efforts were often driven by innovation teams or individual lawyers exploring tools for research or drafting. While these experiments demonstrated potential, they rarely produced business-wide impact.

Today, firms of all sizes are moving toward intentional adoption. This means selecting AI solutions based on defined pain points rather than technological novelty. Instead of asking ‘what can this tool do?”, firms are asking ‘where do we lose time, margin, or quality today?’ Common answers include document review bottlenecks, inconsistent knowledge reuse, slow turnaround on client requests and administrative overhead that erodes law firm productivity.

This shift reflects a broader trend: AI is no longer treated as a standalone technology investment, but as an operational capability that must integrate with existing workflows, systems and governance models.

Redefining ROI in a legal context

One of the most significant challenges in AI adoption for law firms is defining return on investment. Traditional ROI models often focus narrowly on hours saved or cost reduction. While these metrics are important, they capture only a fraction of AI’s value in legal services. Firms are increasingly broadening their definition of ROI to include:

  • Capacity creation: where lawyers handle higher value work without increasing overall headcount.
  • Consistency and quality improvements: reducing rework, errors and risk exposure.
  • Client experience enhancements: including faster responses, clearer communication, and predictable outcomes.
  • Knowledge leverage: where institutional expertise becomes more accessible across the firm.

These benefits are harder to quantify than time savings alone, but they align more closely with how law firms create long-term value. As a result, firms are investing in measurement frameworks that combine operational metrics with qualitative indicators such as client satisfaction and internal adoption rates.

Expanding beyond legal workflows

Another notable trend is the expansion of AI beyond core legal tasks into the business of law. While research and drafting remain important use cases, firms are increasingly applying AI to areas such as marketing, business development, client intake, pricing analysis and internal knowledge management.

This expansion matters because many of these functions operate outside the billable hour model. Improvements here can translate more directly into financial performance, supporting stronger ROI narratives. For example, automating responses to requests for proposals or improving reuse of past work product can shorten sales cycles and improve win rates without increasing professional workload.

By treating AI as a firm-wide capability rather than a lawyer only tool, firms unlock value that is both measurable and scalable.

Governance, trust and adoption at scale

As AI moves into production environments, governance has become a central concern. Firms are placing greater emphasis on data security, ethical use, model reliability and clear usage policies. This is not merely a compliance exercise: it is a prerequisite for adoption at scale.

Lawyers are more likely to rely on AI systems when they trust the underlying data, understand the boundaries of appropriate use and see leadership alignment around the technology. Successful firms invest in change management, training and communication, recognising that ROI depends as much on human adoption as technical capability.

In this phase, AI success is less about tool sophistication and more about organisational readiness.

The emerging maturity curve

Taken together, these trends point to an emerging maturity curve for AI in law firms. Early adopters focused on experimentation. The current cohort focuses on integration, measurement and value realisation. Firms that lag risk being stuck with disconnected tools, unclear outcomes and growing scepticism from partners and clients alike.

The most mature firms treat AI as a strategic asset. They tie initiatives to firm strategy, revisit pricing and staffing assumptions and continuously refine how value is measured and communicated. In doing so, they move beyond excitement and into sustainable advantage.

Conclusion

AI’s role in the legal industry is no longer defined by surprise or speculation. The conversation has shifted toward accountability, impact and return. Law firms that succeed in this next phase will be those that move deliberately from reactions of surprise to disciplined execution, aligning technology with strategy, redefining ROI in legal terms, and building the organisational foundations required to turn promise into performance.

See more at www.moraeglobal.com

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