Internal-adoption friction is no protection against external disruption
The organisational inertia that slows internal AI adoption offers no defence against vendors who have already absorbed the technology and deliver finished outcomes.
A common piece of reassurance in AI strategy conversations is that organisations and industries move slowly. Transformative technologies usually take decades to reshape things, the argument runs, because internal change is expensive, incumbents are sticky, skills gaps are real, and users resist disruption. By that reasoning, firms have time.
The reasoning is half right. Internal friction does slow internal adoption. But it does nothing to slow external competition. An incumbent that cannot make AI work inside its own walls is at no less risk from a competitor — new or established — that has already made it work and is selling the output.
Why the confusion persists
The confusion sits in what “the AI transition” is taken to mean. If the transition is incumbents adopting AI into existing workflows, then incumbent friction matters and gives time. If the transition is the emergence of AI-native providers who bypass incumbents altogether, then incumbent friction is irrelevant — it affects only the speed at which a firm could have adopted AI defensively, not the speed at which AI-delivered competition arrives.
The second interpretation is increasingly the more accurate one. AI-native providers do not have legacy systems, internal change-management problems, or cultures trained to resist new ways of working. They are faster, cheaper, and have no adoption problem because there is nothing to retrofit. The emergence of AI as a labour service bypasses the adoption problem is the concrete mechanism.
What follows
The practical implication is that strategic patience about AI adoption needs to be grounded in something other than “this industry moves slowly”. The industry may move slowly; the vendors replacing it are not bound by that.
For firms in categories exposed to this pattern (see AI commoditises general expertise), the planning horizon for responding is set by the speed of external substitutes, not the speed of internal transformation. The question is not “how fast can we adopt?” but “how fast can we be substituted for?”. The answers are often different and the second tends to be shorter.