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Legal ServicesAI / MLSignal

4,000 lawyers, one AI drafting assistant, kept firmly out of the decision seat

Harvey AI × Allen & Overy · 2023–ongoing

What they did

Allen & Overy became the first BigLaw firm to deploy Harvey AI firm-wide in 2023, scoping it deliberately to high-effort, low-risk work — first drafts, document summaries, preliminary research — with every output subject to lawyer review, not autonomous filing.

What happened

Across 4,000+ lawyers in 43 jurisdictions, A&O reports an average 2–3 hours saved per lawyer per week, a 30% reduction in contract review time, and up to 7 hours saved on complex document analysis. The firm was named Europe's "Most Innovative Law Firm" in 2024, and Harvey has since expanded into PwC's legal services arm, reaching 4,000+ more professionals.

The so-what

The legal-AI deployments that have actually stuck share a pattern: assistant positioning, not autonomy — draft-and-summarize tasks where a licensed professional remains the last check, rather than tasks where the AI's output goes out the door unreviewed.

Sources

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