How AI Is Changing Legal Practice in 2026

A workflow-by-workflow look at where AI is useful today and where lawyers still need to do the work.

Last reviewed on October 3, 2026.

Updated October 2026. We rewrote this article and removed survey figures, success-story statistics and a quote that we could not source.

Legal research

What works: asking questions in plain language and getting an answer with links to authorities; summarising cases; finding analogous fact patterns. What to watch: answers can be wrong or cite authorities that do not support the point. Always open and check the sources, and run them through a citator. Tools: Westlaw with CoCounsel, Lexis+ AI, vLex Vincent AI, Bloomberg Law.

Document review and eDiscovery

What works: technology-assisted review has been accepted by courts for over a decade; generative-AI review now adds explanations and privilege suggestions. What to watch: defensibility depends on validation (recall, elusion testing) and documentation. See AI document review explained. Tools: Relativity, Everlaw, DISCO.

Contracts

What works: first-pass review against a playbook, data extraction from legacy contracts, self-service templates. What to watch: AI is only as good as your playbook; non-standard deals still need a lawyer. See the contract automation guide and CLM tools.

Drafting and summarising

What works: first drafts of letters, memos and clauses from your own notes; summaries of transcripts and long documents. What to watch: confidentiality settings and accuracy. See ChatGPT vs Claude vs Copilot for lawyers.

Intake and client service

What works: structured online intake, summarising what a prospect uploads, routing enquiries. What to watch: conflicts checks and engagement decisions need a lawyer. See legal intake software.

Time capture and billing

What works: suggested time entries from calendar, email and document activity; drafting invoice narratives. What to watch: billing for time AI saved raises fee questions under ABA Formal Opinion 512. See legal billing software.

What has not changed

For a structured plan, start with the AI implementation roadmap.