Monday, December 1, 2025

AI Adoption Requires Clarity, Not Just Optimism

Unlocking AI’s True Potential in Tech Teams

In the evolving world of AI, mere tool availability isn’t enough. To foster real change, visibility is crucial. When companies deploy AI usage dashboards, the intention isn’t to micromanage but to illuminate workflow dynamics.

Key Insights:

  • Understanding Metrics: Simply measuring performance through frameworks can lead to gaming the system.
  • Visibility Leads to Improvement: Teams should leverage dashboards not as goals, but as tools for inquiry, sparking essential conversations about workflow.
  • Cultural Shift: When people see where they’re stuck, they can collaborate and share strategies for improvement, creating a healthy pressure to adapt.
  • Temporary Solutions: Dashboards serve their purpose temporarily, helping to embed AI practices until they become second nature.

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