Research · Tech 4 Humanity

Find your AI Sweet Spot

We study how different people benefit from different levels of AI support — so products like Reading Buddy and Outcome Ready can become more useful, more personal, and easier to trust. 4,256+ participants and counting.

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What is an AI Sweet Spot?

The level of AI support where a person performs best — not overwhelmed, not under-supported. Different for every person, context, and task.

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Why it matters

Most AI tools assume one-size-fits-all. Our research shows performance, confidence, and engagement peak at different AI levels depending on cognitive profile and context.

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How it powers the product

Every Reading Buddy session captures real Sweet Spot signals — linking AI assist level to reading outcomes and building a continuously improving model.

AI Sweet Spots Survey

Share your experience

Takes 2–3 minutes. Completely anonymous unless you choose otherwise.

AI support levels

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Your experience with AI support (1=low, 10=high)

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Partner with us

Contribute your cohort data, co-design research instruments, or license Sweet Spots insights for your organisation. Schools, providers, and research institutions welcome.

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