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shelfware
About this tag
The tag shelfware on WindowsForum.com covers discussions about Microsoft Copilot and generative AI tools that risk becoming shelfware if organizations fail to move beyond license purchases. Content emphasizes that achieving ROI from Copilot requires leadership, disciplined execution, measured pilots, and rigorous change management. The tag highlights the gap between acquiring AI capabilities and realizing actual productivity gains, focusing on adoption strategies to prevent underutilized software. Recurring themes include enterprise IT, Microsoft 365, and the need for vision and training to transform hype into hard outcomes.
Generative AI has arrived in the boardroom and the break room alike — but the difference between headlines and hard outcomes is leadership, disciplined execution, and the work of adoption that too many organizations still underestimate. A recent event preview and podcast discussion that...
adoption dashboards
adoption metrics
ai
ai adoption
azure ad
center of excellence
change management
copilot
customer zero
data security
digital transformation
dynamics 365
governance
identity management
microsoft 365
microsoft copilot
pilot program
roi
shelfware
summit