A practical guide to introducing AI-assisted drafting one workflow at a time.
Key takeaways
Announcing an AI tool to the whole firm at once tends to produce mixed adoption: some practice groups embrace it, others quietly ignore it, and partners who weren't consulted push back on principle. A narrower rollout avoids most of this friction.
Picking one practice group and one document type to start gives you a contained pilot that's easy to evaluate honestly and easy to explain to skeptical partners.
Pick a document type that's high-volume, relatively standardised, and low-stakes if something needs a heavier edit, think NDAs or standard engagement letters rather than complex litigation documents.
This makes success visible quickly, which matters more for internal buy-in than picking the theoretically highest-value use case.
Track drafting time before and after for the pilot group over a month, and share the actual figures at the next partner meeting rather than a general impression. Concrete numbers move skeptical partners far more than enthusiasm does.
Include any issues encountered, not just wins. A credible pilot report acknowledges friction points, which builds more trust than a purely positive account.
Once one practice group has clear results, let those associates and partners speak to their peers directly, an internal recommendation carries more weight than a firmwide memo from management.
Expand to the next practice group or document type only after addressing whatever confidentiality or quality concerns came up in round one, rather than repeating the same objections in every subsequent rollout.
A 30-minute call is enough to tell you whether AI pays for itself here.
