What corporate legal teams should outsource in the generative AI era
Hello, this is Legal Agent.
Legal outsourcing is often framed as delegating routine, first-pass contract reviews to external firms. I find that framing too narrow: outsourcing the initial review can leave much of the in-house team's work untouched.
Core internal responsibilities versus delegable groundwork
Some decisions should remain within the company because they depend on its business strategy: evaluating commercial counterparties, accepting specific risks, and deciding when to escalate matters to executive leadership. But the groundwork behind those decisions, from contract analysis to drafting initial responses and negotiation points, does not require internal execution. When external counsel handles that preparatory work, in-house lawyers gain capacity to guide policy and advise management.
Limitations of standalone first-pass outsourcing
A familiar operational failure occurs when outside counsel delivers comments that are legally sound but impractical for the business: excessive minor edits, clauses out of step with commercial relationships, and arguments difficult for business teams to navigate. In-house legal then spends substantial time rewriting comments before distribution. The team may save time on the first review only to spend it converting external output into usable advice. External support functions well once outside counsel understands company risk tolerance, reducing redundant review while preserving the company's final check and approval.
Alignment on internal standards and risk thresholds
Achieving that alignment requires more than ad hoc requests. Sharing contract types, standard positions, and usual concession thresholds enables outside counsel to return concrete recommendations rather than generic commentary: what to negotiate, what to accept, and what requires senior management escalation. Executed properly, this approach provides a variable-cost alternative to permanent hiring during periods of fluctuating contract volume.
The role of generative AI in contract review
Generative AI can review agreements and draft preliminary revisions quickly, but it cannot account for negotiation leverage or commercial priorities that have not been provided. As a result, AI-only output can be too general for the transaction and still requires legal verification. Its utility lies in completing initial groundwork rapidly, enabling experienced corporate attorneys to exercise judgment, distinguish acceptable terms from negotiation points, and deliver guidance that reduces internal rework while leaving the company's final checks and approvals in place.