A major disconnect is emerging in how legal departments are adopting AI, with similar investments producing wildly different results across organisations.
Two legal teams can deploy the same AI platform, spend comparable budgets, and grant identical access to tools, yet their outcomes diverge sharply.
One team quietly transforms the way it works, while the other struggles to point to meaningful improvements after months of effort.
Industry research is now reinforcing what many in the legal sector have quietly suspected: the technology itself is rarely the determining factor.
A recent Axiom survey of more than 500 legal leaders found that AI investment continues to accelerate, but relatively few organisations have progressed beyond the early stages of adoption.
Nearly every respondent in the Axiom survey expects AI spending to increase in the coming period, signalling strong confidence in the technology’s long-term potential.
Despite that confidence, most legal leaders surveyed admitted they cannot measure return on investment from their current AI deployments.
Only a small percentage of respondents reported successfully scaling AI beyond pilot programmes or isolated use cases within their legal departments.
The findings point to a fundamental gap between intention and execution that is proving costly for organisations pouring resources into AI tools without the supporting infrastructure.
Experts increasingly argue that legal AI outcomes are shaped by change management, team culture, and process design far more than by the sophistication of any particular platform.
Organisations that have seen meaningful transformation tend to share common traits, including clear leadership buy-in, defined use cases, and a willingness to retrain staff around new workflows.
Without those foundations, even the most advanced AI platform is likely to sit underused or produce inconsistent results that are difficult to measure or defend to senior stakeholders.
The legal industry has historically been cautious about technological change, and that caution is now showing up in slow adoption curves despite significant capital being directed at AI.
For legal leaders looking to close the gap between investment and impact, the evidence increasingly suggests the priority should be organisational readiness, not yet another platform upgrade.