Does the AI Growth Lab mark a turning point for responsible AI in legal services?
The launch of the government's Advisory AI Growth Lab for legal services represents an important moment for the UK legal sector as it signals a shift in the conversation around how the profession approaches innovation.
by Doug Hargrove SVP > Legal, Professional Services, Distribution, Logistics, Manufacturing

Many law firms are increasingly considering how AI it can be adopted responsibly, securely and in a way that maintains the standards of trust on which the profession depends. That makes the collaborative approach behind the AI Growth Lab particularly significant. Bringing regulators, technology providers and other organisations closer together creates an opportunity to explore innovation alongside the regulatory considerations that will ultimately determine how successfully it can be deployed.
What is the AI Growth Lab?
It is a new government initiative designed to help organisations develop and deploy AI while navigating existing regulatory frameworks. Legal services have been selected as its first sector, reflecting both the pace of AI innovation in the industry and the regulatory complexity surrounding its use.
The Lab will give selected organisations developing or deploying AI in legal services coordinated access to regulatory expertise. The Solicitors Regulation Authority (SRA), Legal Services Board (LSB), Council for Licensed Conveyancers (CLC) and Information Commissioner’s Office (ICO) will work with participants to explore regulatory questions and clarify how existing requirements apply to emerging AI technologies.
Crucially, this is not about removing regulatory obligations. Instead, it creates an environment in which organisations can explore innovation with a clearer understanding of areas including data protection, client confidentiality, explainability and professional responsibility.
Moving from experimentation to confidence
Legal organisations have spent a considerable amount of time exploring what generative AI can do. According to our Annual Legal Trends report, up to 54% of UK Law firms already use AI in some capacity, so the next stage is to implement it effectively to turn potential into practical, sustainable value.
As legal work involves sensitive information, complex professional obligations and decisions where context matters enormously, firms need confidence in how AI systems use their information, how outputs are generated or governed, and where accountability ultimately sits.
Greater clarity around governance, security, transparency and accountability can help firms make better-informed decisions about the technologies they introduce into their practices. Importantly, when done well, regulatory clarity can also enable strategic innovation. Clearer parameters give firms greater confidence to experiment and technology providers a better understanding of the standards their solutions need to meet.
Legal AI needs legal context
There is another important consideration as the market matures: generic AI technology cannot be applied to such a specialist profession.
The real opportunity lies in AI that truly understands the context in which legal professionals work and is embedded within the workflows, data and governance structures that underpin their day-to-day activities. This thinking is central to how we are approaching IQ for Legal at OneAdvanced. Rather than viewing AI as a standalone capability, the focus is on how contextual and governed AI can support legal professionals within the environments where their work already happens.
The objective should not be to remove professional judgement from legal work, but to give legal professionals better tools with which to exercise it. AI can definitely help reduce administrative burdens, surface relevant information and support more efficient workflows, but its long-term value will depend on combining those capabilities with appropriate human oversight, strong governance and a clear understanding of professional responsibility.
An opportunity for UK legal services to lead
Legal services provide a particularly valuable test case for responsible AI within the Growth Lab. As the sector combines sophisticated knowledge work with highly sensitive information, there are significant regulatory requirements and exceptionally high expectations around accuracy and accountability.
If the UK legal sector can establish a model that successfully balances AI innovation with those responsibilities, it could provide a blueprint for responsible adoption across other highly regulated industries.
As AI becomes increasingly embedded within legal workflows, that combination of innovation, context and trust will ultimately determine whether the technology delivers on its potential for law firms, legal professionals and, most importantly, their clients.
About the author
Doug Hargrove
SVP > Legal, Professional Services, Distribution, Logistics, Manufacturing
Doug is our SVP for Legal and Professional Services, Distribution, Logistics and Manufacturing. Passionate about the customer, Doug is dedicated to creating industry-leading technology solutions that transform how these sectors serve their customers and to developing best-in-class services to support these solutions.
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