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Thought Leadership

Harvey: First independent study into the value of legal Gen AI

Legal technology has always struggled with one thing: getting lawyers to use it. So the striking finding of RSGI's new independent study, commissioned by Harvey and published today, is not that the tool saves time — it's how quickly lawyers have become attached to it.

AuthorRory Higgins
PublishedNovember 19, 2025
Content typeSpecial report
Partnering organisationsHarvey
RSGI Research Report · Commissioned by HarveyPublished November 2025

Defining the impact

Harvey commissioned RSGI to produce the first independent, data-driven study of how its customers measure and realise value. We interviewed 40 organisations — 29 law firms and 11 corporate legal teams — spanning North America, the UK, Europe, Asia-Pacific and Latin America. They ranged from global enterprises with full firm-wide licences to lean teams with a few dozen, from multi-year users to recent adopters.

[key-findings]

Value that arrives in weeks

Most legal technology promises a long road to value. The customers we spoke to described a much shorter one. More than two-thirds reported measurable benefits within three months of implementation, and well over a third saw them inside the first month. Speed to value, not eventual ROI, is what made the platform stick.

"I was surprised at how quickly Harvey has become part of a lawyer's everyday working life, and at the emotive responses we received about how much they value being able to do higher-value work. I did not expect this impact to evince itself so quickly."

Reena SenGupta, Executive Director, RSGI

The deeper finding is that impact grows with fluency. The lawyers our participants classed as "power users" — typically 20–30% of a team — saved roughly double the time of standard users, averaging close to 37 hours a month at law firms. The longer a firm had used Harvey, the more its lawyers reported energy, creativity and fulfilment, not just efficiency. The lesson for anyone rolling out legal AI: the return is in the skill of use, not the licence count.

"The report shows how legal AI adoption has moved well beyond the pilot phase and is embedded in daily workflows. We wanted to provide evidence-based insight into Harvey's measurable impact, and the report highlights how our customers are shaping the future of the legal industry."

K-Ming Lee, Head of Customer Engagement, Harvey

Beyond efficiency: the human premium

What stayed with us was not the hours saved but what lawyers did with them. With routine work absorbed, participants described having more room to think strategically, advise more confidently and rebuild client relationships. We call this the human premium — the distinctly human skills lawyers can cultivate once AI takes the drudgery. On the evidence of this study, the next phase of legal AI won't be defined by the technology, but by the people and organisations that use it best.

Participants

Law firms: A&O Shearman, ArentFox Schiff, Ashurst, Cuatrecasas, Gilbert + Tobin, Honigman LLP, Jackson Walker, King & Wood Mallesons, Lewis Silkin LLP, Lynn Pinker Hurst & Schwegmann LLP, Machado Meyer, Mayer Brown LLP, Mori Hamada, Orrick, Schoenherr, Paul Weiss, Rajah & Tann Singapore LLP.

In-house teams: ArcelorMittal, AT&T, Centros Comerciales Carrefour S.A., National Grid, Repsol, Syngenta Group, Talanx.

The Report

For a full copy of the report: [Click here]

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Rory Higgins
Researcher / Writer
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Key findings

100%
of law firms agreed their lawyers would be upset or disappointed if Harvey were taken away
68%
saw measurable benefits within three months
2x
the time savings for power users versus standard users

Key findings

100%
of law firms agreed their lawyers would be upset or disappointed if Harvey were taken away
68%
saw measurable benefits within three months
2x
the time savings for power users versus standard users

At a glance

40
organisations interviewed — 29 law firms, 11 in-house teams across five regions
92%
average monthly usage rate of purchased licences
First of its kind
the first independent, data-driven study of legal AI value

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