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# How Companies Are Managing AI as a Coworker
- URL: https://adjacent.media/signals/how-companies-are-managing-ai-as-a-coworker/
- Published: 2026-06-06T10:04:04.000Z
- Updated: 2026-06-06T10:04:04.000Z
- Description: Companies are treating AI systems as office employees with defined responsibilities and workflows rather than as ad-hoc tools. This requires new management structures, performance metrics, and accountability frameworks.
- Author: Jonathan Greene
- Tags: #signal, theme-brand, talent strategy, organizational change, workplace dynamics

Source: [Techtiff](https://techtiff.substack.com/p/build-a-company-brain-for-ai)

Companies are treating AI systems as office employees with defined responsibilities and workflows rather than as ad-hoc tools. This requires new management structures, performance metrics, and accountability frameworks. HR and operations teams now face concrete questions: Who owns AI errors? How do you evaluate AI output? When does an AI need retraining versus replacement? Companies building formal "AI employee handbooks" signal that integration has moved past pilots into embedded, ongoing operations—making governance a core business function rather than an IT checkbox.