Despite all the AI hype, over 80% of companies say the tech hasn't improved their productivity at all.
March 19, 2026
Original Paper
<div> The Cognitive Industrial Revolution: Seven Falsifiable Boundary Conditions for the Transition from Tool to Revolution </div>
SSRN · 6278478
The Takeaway
Using a new 'Cognitive Industrial Revolution Index,' researchers found that AI is following the same lag pattern as steam and electricity, where it takes decades for a 'tool' to become a 'revolution.' Current AI use is mostly performative or superficial, failing to change the structural ways companies actually produce value.
From the abstract
The question of whether artificial intelligence constitutes a new industrial revolution or merely an incremental improvement within the existing digital paradigm remains unresolved. Despite growing consensus among economists, technologists, and policymakers that AI represents a transformative force, the debate suffers from a critical methodological deficit: the absence of falsifiable criteria by which the claim can be empirically tested. This paper addresses this gap by proposing seven boundary