Applied AI

Consultancies with applied AI practices help law firms and legal departments select, implement, and adopt AI tools across legal workflows rather than build general legal technology from scratch. Services typically begin with an assessment of where AI can add the most value across an organization's data, tools, and workflows, followed by vendor and tool evaluation, custom or fine-tuned model development for tasks such as document review, research, or data extraction, and the design of bespoke AI-powered solutions for specific organizational problems that off-the-shelf software does not address. Delivery often combines technologists, data scientists, and in some cases lawyers who understand both the technical build and the legal or regulatory context the tool must operate within, and engagements extend beyond initial deployment into training, adoption support, and ongoing tuning as systems and requirements evolve. As AI capabilities have become embedded in a growing share of legal technology generally, applied AI consulting has expanded from advising on standalone AI tools to supporting broader AI strategy, governance, and risk frameworks, including AI policy development, use case approval processes, and bias or compliance auditing of AI systems already in use. Because this work sits at the intersection of legal, technical, and organizational change, providers vary widely in structure, from technology firms offering custom AI development to hybrid law and technology firms combining legal advisory with in house AI engineering teams.