Quick answer

Legal AI now handles first-pass research, document review, summarisation, and first drafts at many firms, through CoCounsel, Harvey, and general models such as GPT-6 Astra for Law. The billable-hour tasks that trained junior lawyers are shrinking; the skills that grow are verification, prompt and workflow design, matter strategy, client judgment, and knowing the professional-responsibility rules on AI use. Paralegals with tool fluency are in demand; those doing pure document processing are exposed.

Law firms were cautious for good reason: a lawyer who filed invented citations from a chatbot was sanctioned, and every partner read about it. Two years later the tools have real citations, real guardrails, and real adoption, and the profession's question has changed from "should we" to "what does this do to the training pipeline".

What the tools do now

  • Research with verified citations grounded in Westlaw, Lexis, or a dedicated index
  • Review of thousands of documents for due diligence, discovery, and contract analysis
  • First drafts of agreements, memos, and correspondence from firm templates
  • Deposition preparation, timeline building, and summarisation of records

What changes for associates

The hours spent on first-pass research and review were how junior lawyers learned the law and how firms billed for their time. Both are shrinking. Associates now supervise AI output earlier, which requires knowing enough to verify it, and are pushed toward analysis, strategy, and client work sooner. The learning curve is steeper; the tedium is lower.

What changes for paralegals

Pure document processing is the most exposed work in the firm. Paralegals who become the firm's tool experts, who build the review workflows, maintain the templates, and know what the AI misses, are more valuable than before. The title may not change; the job does.

What to learn

  • Verification: every citation, every quote, every fact, every time
  • The professional-responsibility guidance on AI in your jurisdiction: confidentiality, supervision, disclosure, and billing
  • Workflow design: turning a repeatable task into a prompt and checklist the whole team uses
  • Data handling: what may go into which tool under which client agreements
  • Enough about how the models work to predict their failure modes

Bottom line

The lawyer who verifies, designs workflows, and exercises judgment is more valuable than ever. The one who only processed documents is not. Learn the tools, learn the rules, and never file anything you have not checked.