Linklaters Launches 'Applied Intelligence' Practice to Deliver Bespoke Matter-Specific AI Workflows at Fixed Fees
Linklaters has launched Applied Intelligence, a new practice designed to build bespoke AI solutions tailored to individual clients and specific matters. Announced on 5 May 2026, the practice unites attorneys and data scientists to construct custom AI tools and workflows for complex engagements involving uncommonly large and complex document and data sets — resources that have historically sat outside individual practice groups. The initiative is led by Quoroll, who told Law.com that Applied Intelligence will work alongside clients and other internal practices to identify matters that are a good fit. The practice adopts a fixed-fee approach, distinguishing it from standard hourly-rate engagements and signalling a structural shift in how the firm prices AI-enabled work. Linklaters positions Applied Intelligence as a response to client demand for deeper, matter-specific technology integration rather than off-the-shelf legal tech deployments.
Why this matters
A standalone practice dedicated to building bespoke AI workflows — rather than simply licensing third-party tools — represents a meaningful escalation in how Magic Circle firms are investing in legal technology. The fixed-fee model is commercially significant: it shifts delivery risk onto the firm and forces rigorous scoping, which will pressure competitors to articulate their own AI pricing frameworks. Embedding data scientists alongside lawyers within a named practice also raises questions about regulatory compliance, particularly around SRA rules on non-lawyer ownership of legal services. The move arrives as law firm AI adoption is accelerating rapidly, with Law360 Pulse surveys showing a marked shift in sentiment across both firms and corporate legal departments.
On the Ground
Trainees should expect due diligence and large-document review matters to be flagged as potential Applied Intelligence candidates — understanding how to scope and hand off to AI-assisted workflows will become a core skill. Watch for client pitches that now include a dedicated AI solutioning component as a differentiator. Conflicts and data-governance questions around feeding client documents into bespoke models will need early escalation.
Interview prep
Soundbite
Bespoke AI at fixed fees forces firms to price delivery risk, not just time.
Question you might get
“How does Linklaters' fixed-fee model for bespoke AI work interact with SRA transparency and pricing rules, and what conflicts risks arise from feeding sensitive client data into matter-specific models?”
Full answer
Linklaters' Applied Intelligence practice is notable for two reasons. First, it embeds data scientists within a dedicated team rather than treating AI as a bolt-on to existing practice groups, which signals genuine operational investment. Second, the fixed-fee model is a structural departure from hourly billing: the firm absorbs the cost overrun risk if the AI tooling takes longer to build than scoped. For clients, that alignment of incentives is attractive. For competitors, it raises the bar — firms without comparable internal capability will struggle to match that proposition on complex, document-heavy matters.
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