From access and skills to behaviour
The whitepaper describes three phases of AI transformation: access, skills and behaviour. It argues that organisations may have supplied tools and training without changing how people think, decide and act in daily work. [s0-1586]
Mediazoo defines its proposed third phase, AI cognitive readiness, as knowing when to question AI, when to trust it and when to alter a process because AI enables a better option. The concept therefore extends AI literacy into judgement and workflow redesign. [s0-1744]
The reported performance gap
Learning News reports that the paper uses PwC and McKinsey findings to describe a gap between AI capability and business performance. The cited figures say 56% of CEOs saw neither higher revenue nor lower costs from AI investment, while 12% saw both. [s0-799]
The same report says 80% of people surveyed by McKinsey felt AI had improved their productivity, but only 37% reported a profit impact, and 6% of organisations qualified as AI high performers. These figures are reported as supporting context for the whitepaper, not as an independent validation of Mediazoo’s diagnosis. [s0-957]
How uncertainty becomes a work habit
The paper draws on behavioural science from Uncertainty Experts, developed with scientists at UCL, to connect uncertainty with workplace behaviour. The reported examples are hesitation, waiting for permission and using new tools to perform existing tasks in the same way. [s0-1903]
This makes the proposal relevant to learning design because capability building would need to include applied judgement, decision boundaries and opportunities to redesign real processes. The source does not establish that these interventions improve financial performance, so organisations should treat the model as a hypothesis to test. [s0-2054]
A vendor-linked response, not a deployment signal
Mediazoo recently launched an Uncertainty & AI Ready Platform in Microsoft Marketplace. The report says the platform was partly developed in response to blockers to improved human performance identified in the whitepaper. [s0-2213]
The source confirms that the whitepaper is available to download, but it does not provide customer adoption, implementation results or outcome evidence for the platform. Its availability and usefulness should therefore be assessed separately through a controlled review. [s0-2375]
This explanation draws on Mediazoo Group Whitepaper Finds the Missing Variable in AI Performance Is Human. The evidence limits and publication history remain below.
