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NLP compares incoming contracts against the clause playbook, flags deviations and drafts fallback language for counsel to accept or edit. First-pass review time drops from hours to minutes and risky clauses stop slipping through under deadline pressure.

Meetings are transcribed and summarised into decisions, owners and deadlines that sync to the task tracker automatically. Follow-through on agreed actions becomes visible, and nobody spends Friday reconstructing what was decided on Monday.

Generative drafting turns CRM context and a prospect’s public footprint into first-draft outreach in the rep’s voice. Reply rates improve over template blasts, and reps spend their prep time on the accounts that answered.

Extraction models read incoming invoices, match them to purchase orders and goods receipts, and post clean cases straight through. Touchless rates above 70% are common, and AP staff handle exceptions instead of keystrokes.

A copilot screens applications against the actual job requirements, producing a shortlist with cited evidence per candidate and a bias-audit log. Recruiters cut screening time by 60-70% and consistent criteria are applied to every applicant.

A review assistant comments on pull requests with likely bugs, security smells and convention violations before a human reviewer looks. Review turnaround shortens and senior engineers spend their attention on design rather than nitpicks.