Choosing AI Tools for Your Work: The PROVE Framework | Course Preview
1.3K views · 2026-08-12
Interaction & UX
Most people evaluate AI tools on vibes. They run it once, glance at the output, and decide. But the real benchmark isn't whether a tool can do the task. It's whether the tool does it better than you already do.
This self-paced course, taught by NN/G's AI Lead Caleb Sponheim, gives you the PROVE framework for evaluating any AI tool: Problem alignment, Risk assessment, Output quality, Velocity, and Experience.
You'll learn to match tools to the right tasks, check privacy and security, compare AI output against real human work, estimate your actual time savings, and turn it all into a clear adopt-or-reject recommendation you can defend.
Start choosing your tools wisely and not on vibes alone.
Choosing AI Tools for Your Work: The PROVE Framework // http://www.nngroup.com/contents/self-paced-courses/choosing-ai-tools-for-your-work-the-prove-framework/?utm_campaign=sp-courses&utm_source=youtube&utm_medium=social&utm_content=preview-prove
~5.25 hours | Self-paced | Suitable for All Levels
Explore more self-paced courses // https://www.nngroup.com/contents/self-paced-courses/?utm_source=youtube
Stay connected:
Newsletter // https://link.nngroup.com/yt-newsletter
LinkedIn // https://www.linkedin.com/company/nielsen-norman-group
Instagram // https://www.instagram.com/nngux/
This self-paced course, taught by NN/G's AI Lead Caleb Sponheim, gives you the PROVE framework for evaluating any AI tool: Problem alignment, Risk assessment, Output quality, Velocity, and Experience.
You'll learn to match tools to the right tasks, check privacy and security, compare AI output against real human work, estimate your actual time savings, and turn it all into a clear adopt-or-reject recommendation you can defend.
Start choosing your tools wisely and not on vibes alone.
Choosing AI Tools for Your Work: The PROVE Framework // http://www.nngroup.com/contents/self-paced-courses/choosing-ai-tools-for-your-work-the-prove-framework/?utm_campaign=sp-courses&utm_source=youtube&utm_medium=social&utm_content=preview-prove
~5.25 hours | Self-paced | Suitable for All Levels
Explore more self-paced courses // https://www.nngroup.com/contents/self-paced-courses/?utm_source=youtube
Stay connected:
Newsletter // https://link.nngroup.com/yt-newsletter
LinkedIn // https://www.linkedin.com/company/nielsen-norman-group
Instagram // https://www.instagram.com/nngux/