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Operating notes for platform teams running AI coding tools at scale.

• Visibility Before Control: Operating AI Coding Tools

  Why platform teams should observe AI coding tool usage, cost, and plan utilization before imposing gateways and policy.

• Stop Wasting AI Coding Seats Before Renewal

  How eng and finance leads can compare purchased Cursor and Claude seats to real utilization and cut waste.