The adoption gap

The barriers are human, not technical

Most AI initiatives stall after the pilot. The technology works, but the organisation doesn't change. People don't know how to use the tools in their actual work. Managers don't know how to lead adoption in their teams. Governance doesn't exist. What looked like a technology project turns out to be a change management problem, and most organisations aren't equipped to solve it.

0%

of AI adoption barriers are human factors: Proficiency gaps, leadership alignment, and trust

0%

proficiency gap: People don't know how to use AI tools effectively in their actual work

0%

leadership alignment gap: Managers don't know how to lead AI adoption in their teams

Source: Prosci research on AI change management, 2024–2025

Make AI stick in your organisation

Whether you're launching a new AI tool or transforming how your organisation works with AI, emagine designs an adoption programme around your people, your culture, and your ambition.