AI for lawyers: choose tools by use case and verify the work

AI for lawyers is most useful when the output is something a lawyer can inspect against a bounded source: a chronology tied to documents, an obligations register tied to clauses, or an intake summary that separates supplied facts from missing information. A fluent answer to an open-ended legal question is much harder to evaluate. Start with the work product and its review path.

Different legal jobs need different evidence

A small law firm handling client intake, an in-house team tracking supplier agreements and a disputes team researching authorities do not need the same workflow. For intake, the immediate aim may be completeness. For contract operations, it is traceability. For legal research, it is locating, reading and assessing authoritative material in the relevant jurisdiction.

Start with a contract you are allowed to use

The contract-obligation extraction workflow includes a fictional agreement extract and an expected obligations register. It deliberately contains a conditional deadline. The exercise is to see whether an assistant preserves that condition rather than turning it into an unconditional calendar entry.

For a real pilot, use an approved environment and a document whose processing your organization has authorized. Replacing names with initials does not necessarily remove confidential facts. Keep the document version and the source passage beside each extracted obligation. A correct-looking output without a traceable source is expensive to review and easy to misapply.

Choose tools around the document lifecycle

An approved document assistant may help with extraction and drafting. A specialist legal research service may be necessary when the task depends on authoritative coverage and subsequent treatment of cases. A contract lifecycle system may be appropriate when the bottleneck is amendment history, renewal management or approvals across a large portfolio. These are separate purchasing decisions.

Microsoft Copilot is a candidate to assess when the source documents already live in a governed Microsoft environment. That does not establish that every feature, connector or model is approved for a particular matter. Have the responsible team check the exact configuration and access scope.

ClickUp can track a reviewer's assigned follow-up once the legal team has approved it. It does not validate a legal obligation. If your matter-management system already handles ownership and due dates, adding a parallel task system can create conflicting records. Keep the established system unless there is a specific gap.

A small pilot with a meaningful pass condition

Choose a few documents with known answers, including an amendment, an exception and a missing date. Have a reviewer mark omissions, unsupported conclusions and incorrect source references. Measure the time to reach an accepted result, including corrections. A tool that extracts more rows is not necessarily better if many require legal reconstruction.

The citation-verification task is a separate safeguard for research. A source link is only a starting point: the cited passage must support the proposition, and the authority must be appropriate for the jurisdiction and issue.

Professional duties vary by jurisdiction. For solicitors and firms regulated in England and Wales, the SRA's AI guidance specifically addresses unreliable material and confidentiality. Use the regulator and court requirements that apply to your practice. This page describes a work process, not advice about the outcome of a legal matter.