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HAX Research Laboratory
HAX Research Laboratory
Auditing the total mental effort (Cognitive Load) your agents demands is important to ensure diverse ways of thinking and working are respected.
This methodology applies cognitive load auditing to assess the total mental effort demanded by an agent across a user’s workflow. Designers systematically analyze tasks, information structures, and decision points to identify where the agent may impose unnecessary cognitive strain or interrupt natural reasoning patterns.

This step uses an Importance–Impact matrix to prioritize the information demands placed on the user by the agent. After cataloguing all information elements from the workload audit, each item is evaluated for its importance in task completion and its impact on the user’s broader workflow. Plotting these values on a structured matrix enables designers to distinguish essential, high-influence information from secondary or low-value elements. The matrix serves as a decision-support tool, guiding designers in restructuring information hierarchy, reducing cognitive noise, and ensuring that agent outputs align with what truly supports efficient and inclusive user performance.
