Cement™ Intellectual Engagement Measurement FrameworkPrototype v0.1 Demo

What does this measure?

As AI becomes embedded in how we work and think, humans risk outsourcing not just tasks but the thinking itself. The Intellectual Engagement Measurement Framework analyzes your AI conversations across 16 behavioral dimensions, grounded in research on desirable difficulty, active generation, and metacognitive self-regulation, to make the quality of human cognition in AI interactions measurable and improvable.

This is an experimental prototype. Scores should be treated as directional. We are actively refining the methodology and welcome your feedback.