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Adopt · Fast + Safe

Catch up with fast-moving AI, safely

Caught between missing out and getting it wrong — like a deer in headlights, where the light is real, the danger is real, and standing still is not safe either. Move too fast and AI overruns judgment; freeze and the moment passes. There is a sweet spot, and we find it for you.

72%
of AI projects stall before delivering returns
— Gartner, Apr 2026
The fear of falling behind
  • Competitors are already deploying AI.
  • The board is asking for an AI strategy.
  • Domain experts expect AI — but with fear and caution.
  • The window to lead feels like it is closing.
The fear of getting it wrong
  • Which AI tool should we use?
  • What do we feed it — and what do we protect?
  • How do we know the output is right?
  • How much does it cost — short-term and long-term?
  • What happens to our people?
Adopting too slow — the moment passes and the system falls
Too slow
Adopting too fast — technology overruns judgment and the system falls
Too fast

This could happen to YOU — falling apart, two different ways.

Balance restored — equilibrium kept

There is a sweet spot — we find it for you.

Mindful adoption

Pacing disruptive AI

We map how a slow-moving organization keeps pace with fast-moving AI — mindful at every level, from executive vision to employees adopting AI for higher-value work.

Wang & Brandt (2023). The Routledge Companion to Leadership and Change. Routledge.
Change management

Readiness, not resistance

Our longitudinal study across an enterprise-wide system rollout found that building readiness for change — not fighting resistance — drives adoption success.

Ash, Wang, Chang & Hubona (2011). Proc. ICIS, Shanghai. · Ray & Wang (2023). The Routledge Companion to Leadership and Change. Routledge.
Key factors to success

Right adoption for AI success

Technology adoption is not new to AI. Our peer-reviewed research spans waves — including a cloud-success study that updated DeLone & McLean’s IS Success theory — mapping what drives adoption and what stalls it.

Donovan, Guzman, Adya & Wang (2018). Journal of Information Technology Management.
Engage

Ready for speed + safety?

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