Adoption
Choose workflows lawyers will use every week
Matter analysis, research, drafting, dispute preparation and institutional knowledge are more likely to create repeat use than a broad catalogue of disconnected AI tools.
A representative pilot should measure whether lawyers can move from a matter question to a source, work product and review state without rebuilding context in separate products.
Operations
Enterprise control should not require a large AI team
Mid-size firms may have sophisticated IT and knowledge teams but fewer people dedicated exclusively to AI operations. Administration therefore needs sensible defaults for identity, permissions, model policy, retention and audit.
Single-tenant or private deployment options can be useful where client requirements demand them, but operational complexity should be considered alongside confidentiality benefits.
Economics
Measure reclaimed capacity against actual workflow
Generic productivity percentages are less useful than measuring a known process: first-pass review, chronology preparation, research, witness preparation or drafting. Firms can then model reclaimed hours using their own utilization and rate assumptions.
Sanctum's public ROI calculator is intended for scenario modelling rather than presenting unverified customer outcomes as guaranteed savings.
Frequently asked questions
What legal AI features matter most to a mid-size firm?
Matter analysis, research, drafting, source grounding, permissions, knowledge integration, administration and a clear path from pilot to controlled deployment.
Does a mid-size firm need single-tenant legal AI?
Not always. The answer depends on client obligations, internal policy and the sensitivity of the work. It should be an architecture decision rather than a prestige feature.
How should a mid-size law firm pilot legal AI?
Choose a small set of trusted lawyers, one or two representative workflows, measurable quality and time criteria, and explicit security and governance acceptance gates.
Continue comparing
Evaluate on your own matter