{ "id": "03-redline-ai", "title": "Redline AI", "problem": "In-house legal teams spend hours per contract on first-pass redlining — tedious mechanical work that doesn't require senior judgment but does require consistent application of company-specific clause libraries. Junior associates burn out doing it; outside counsel charges $400/hr for it.", "targetUser": "General Counsel and Legal Operations leads at companies with 50–500 employees that handle 100+ contracts per quarter (SaaS, marketplaces, services).", "desiredOutcome": "First-pass redlines on standard contracts complete in minutes, with the GC reviewing AI suggestions instead of authoring redlines from scratch.", "initialHypothesis": "Legal teams will trust AI for first-pass mechanical redlining but reserve final judgment for humans — i.e., the bar is 'better than a tired junior associate', not 'better than the GC'.", "constraints": [ "Must integrate with Microsoft Word — that's where the work happens", "Contract content must never train cross-customer models (privilege concerns)", "Audit trail of every change suggestion must be exportable", "SOC 2 Type II compliance from day one" ], "meta": { "isHoldout": false, "expectedDifficulty": "medium", "testsFor": ["b2b", "domain-heavy", "regulatory", "integration"] } }