← All work

Case study · Legal

High-quality legal revisions, applied directly in Word.

Role
Agent architecture & engineering
Sector
Legal services
Users
Practising lawyers
Priority
High-quality automated redlines
Legal AI agent product interface

The problem

Spotting an issue is only half the work. The revision has to be right.

Contract review depends on context: defined terms, connected clauses, commercial intent and the drafting style of the agreement. Generic assistants could flag a concern, but their suggested language was often shallow, detached from the document and still had to be copied back into Word by hand.

What we built

We helped build a Word-native legal agent that moves from analysis to a usable redline. It reads the agreement in context, researches where evidence is needed, explains the issue, drafts a precise revision and can apply the approved change directly to the open Word document.

High-quality suggested revisions

Revisions respond to the actual issue while preserving defined terms, connected clauses, drafting style and commercial intent.

Automatic editing in Word

Once a lawyer approves a suggestion, the agent inserts the revision or comment directly into the open document without manual copy and paste.

Evidence-first legal reasoning

The agent researches before it drafts, exposes its supporting sources and stops when the available evidence is insufficient.

Evaluation with experts

Accuracy is measured on realistic legal questions and reviewed against professional expectations.

Where it stands

From identified issue to reviewed redline, without leaving Word.

The lawyer remains in control: they can inspect the reasoning and sources, review the exact proposed wording and approve the change. The agent then updates the document automatically, removing the copy-and-paste work without hiding the professional judgement behind the edit.

Next case study

Clinical RAG platform →
Discuss a similar build