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One in five UK and Irish law firms deep into AI report trouble meeting billable-hour targets
About one in five UK and Irish law firms that have widely adopted AI report difficulty meeting billable-hour targets, legal software company Clio found. Firms must now decide who keeps the hours AI saves, and who pays to train juniors once software does the document review.
The Investor · Invest desk

What happened
- Slaughter and May rolled out Harvey across all of its practice areas this year, including for regulatory research and document analysis.
- A&O Shearman built AI agents with Harvey to review loan agreements and analyse regulatory filings, work it says now takes minutes where it used to take several hours.
- Senior legal leaders in a global Deloitte survey expect the share of work billed by the hour to fall from 72% to 44% within two to three years.
Why it matters
- cost On an hourly bill a saved hour comes off the client's invoice, while on other pricing the firm keeps it, and Deloitte's respondents expect work priced outside the hour to double to 56%.
- constraint Clients used to pay for the document review that taught juniors what matters, so once software does it, firms have to fund associate training out of their own margin.
- decision Firms now have to decide how much hiring goes into legal engineering, product and AI delivery roles, the career tracks A&O Shearman is building.
Under an hourly bill, the time AI saves goes to the client. A&O Shearman says some tasks now take minutes where they used to take several hours [4], and that work gets billed in minutes unless the firm prices it some other way. "You can't charge 16 hours for something that takes 16 seconds," Nick Rowles-Davies, founder and chief executive of the legal finance fund Lexolent, told CNBC [6]. He said routine drafting is the most exposed: "If you've got standard documents and you're just putting in detail, then clearly that's an automatic process" [9].
The saving can go three ways. Clients can take it as smaller bills. Firms can use the freed hours for more matters. Clio, whose survey found almost 90% of UK and Irish legal professionals using AI [1], reported that almost 80% of firms using AI already handle more work without adding resources [2]. Or firms can charge by the job and keep the margin. The senior legal leaders in a Deloitte survey expect that third route: if the hourly share falls from 72% to 44% within two to three years [7], the share of work priced some other way doubles, from 28% to 56% [17].
We think volume comes first, because it needs no change to how clients are billed and Clio's figure says it is already happening. The Deloitte number is a global forecast of what leaders expect [7]. The trouble with hour targets at about a fifth of heavy adopters is what UK and Irish firms report now [8]. The counter-case is demand. Extra capacity only pays if clients send more work, and if they do not, more firms miss their hour targets and have to reprice. Mansoor Soomro, who leads the Future of Work Research Unit at Teesside University, told CNBC the billable hour is not disappearing overnight but is getting harder to justify [10]. If the next Deloitte reading shows the hourly share already well below 72%, repricing is moving faster than volume and our view is wrong.
So far the cost savings come out of administration. Over 70% of AI-using firms told Clio the software cut costs by taking on administrative work once done by support staff [3]. Combine that with the 80% taking on more work without more resources [2], and what these firms are not spending on is new hires.
Of the two firms named, only Slaughter and May is described as using Harvey in every practice area [5]. A&O Shearman's described use is agents built for particular tasks [4].
Soomro said repetitive work is how junior lawyers learned the basics: reviewing hundreds of documents taught them what matters, and writing up contracts honed their drafting [11]. In our view clients paid for that training too, one billed hour at a time. Once software does the review, the firm either pays for the training itself or ends up with fewer trained lawyers. Harvey's head of EMEA, Jorge Bestard, made the same point from the vendor's side: "A faster route to a draft does not automatically mean a faster route to competence," he told CNBC [12]. Francesca Bennetts, A&O Shearman's head of legal talent, said the firm is building career paths in legal engineering, product and AI delivery that "barely existed a few years ago" [13]. "The need to develop exceptional lawyers doesn't go away," Bennetts said [14].
Clio found that 51% of legal professionals work evenings while 32% want to, and that 22% work weekends against 11% who would choose to [15]. If firms take the volume route, that 19-point gap on evenings [18] stays where it is. Joshua Lenon, Clio's lawyer-in-residence, gave a different account, telling CNBC that lawyers are saying their day is getting better [16].
What to watch
- Whether Clio's next UK and Ireland report shows the roughly one-in-five share of heavy AI adopters struggling with billable-hour targets rising or falling.
- Whether A&O Shearman moves its Harvey agents beyond loan agreements and regulatory filings to a deployment across every practice, as Slaughter and May has done.
Clarity's read
What the record supports and how the coverage leans. The claims behind it follow.
Reality
- Evidence50
- Adoption65
- Hype gap+20
- Incentives70
- Confidence50
Claim ledger
Ranked by verification strength, evidence, and original report placement.
- [1]
Legal software company Clio's U.K. & Ireland Legal Insights Report 2026 found that almost 90% of legal professionals in the UK and Ireland use AI.
- [2]
Among firms using AI, almost 80% said they can handle more work without increasing resources.
- [3]
Among firms using AI, over 70% said it cut costs by absorbing administrative work once done by support staff.
- [4]
A&O Shearman has worked with Harvey to develop AI agents for tasks including reviewing loan agreements and analyzing regulatory filings, which it says can complete in minutes work that previously took several hours.
- [5]
Slaughter and May has rolled out Harvey across all practice areas this year, including for regulatory research and document analysis.
- [6]
"You can't charge 16 hours for something that takes 16 seconds," Nick Rowles-Davies, founder and CEO of legal finance fund Lexolent, told CNBC.
- [7]
Globally, senior legal leaders expect the share of work charged by the hour to fall from 72% to 44% over the next two to three years, according to a Deloitte survey.
- [8]
About one in five firms that have widely adopted AI report difficulty meeting billable-hour targets.
- [9]
Rowles-Davies said routine work is the most exposed: "If you've got standard documents and you're just putting in detail, then clearly that's an automatic process."
- [10]
Mansoor Soomro, who leads the Future of Work Research Unit at Teesside University, told CNBC the billable hour is certainly not disappearing overnight, but it is getting harder to justify.
- [11]
Soomro said repetitive tasks traditionally helped junior lawyers learn the building blocks of law: reviewing hundreds of documents taught them what matters, writing up contracts honed their drafting skills, and researching dozens of cases developed legal reasoning.
- [12]
"A faster route to a draft does not automatically mean a faster route to competence," Jorge Bestard, head of EMEA at Harvey, told CNBC.
- [13]
A&O Shearman is building career paths in legal engineering, product and AI delivery that "barely existed a few years ago," Francesca Bennetts, the firm's head of legal talent, told CNBC.
- [14]
"The need to develop exceptional lawyers doesn't go away," Bennetts said.
- [15]
Clio's report found that 51% of legal professionals work evenings but only 32% want to, while 22% work weekends compared with 11% who would choose to.
- [16]
"Lawyers [are] telling us that their day is getting better," Joshua Lenon, Clio's lawyer-in-residence, told CNBC.
- [17]
If the hourly share falls from 72% to 44%, the share of work priced some other way rises from 28% to 56%, a doubling.
- [18]
The gap between legal professionals who work evenings and those who want to is 19 percentage points.
Sources
1 independent publisher whose own reporting we read for this story.
- cnbc.comAI is changing how lawyers work — and putting the billable hour under pressure
1 article · October 9, 2026
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