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The Adoption Debt: What AI Is Exposing in Frontline Deployments That Never Finished

Every unresolved frontline deployment carries a debt forward. AI does not clear that balance, it exposes it, faster than platforms ever did.

What is inside
  • Why fragmentation multiplies the debt when every function buys its own AI feature
  • Why the access barrier is the single biggest lever, moving weekly usage from a 5 to 10 percent baseline to 60 to 100 percent
  • Why the guidance gap widens even as usage climbs, and what closes it
87%
Active usage, 650 stores, 65,000 employees
57%
Usage recovered from 30%, 7,865 site managers, 25 countries
90%+
Frontline engagement sustained, 40,000 staff, 14 markets

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