See how frontier models perform in real-world use—measured by real people, not just technical benchmarks.
How HUMAINE measures real-world AI
THE HUMAN EXPERIENCE BEHIND THE RANKINGS
HUMAINE is a human-preference leaderboard that evaluates frontier AI models based on real-world usage. Unlike traditional benchmarks that mainly track technical performance, HUMAINE captures how diverse users actually experience AI—across everyday tasks, trust and safety, adaptability, and more.
By combining rigorous methodology with feedback from a representative pool of real people, HUMAINE offers the insights model creators and evaluators need to understand not just which model performs best, but why. Updated regularly, it provides a dynamic view of model strengths, weaknesses, and user satisfaction.
Explore the leaderboard
See how leading AI models stack up in real-world use.
FAQs
Who is it for?
HUMAINE is designed for AI labs, model creators, and evaluators who want to understand how their models perform in real-world contexts. It’s also useful for researchers, policy makers, and practitioners interested in human-centered AI evaluation.
How often is it updated?
Results are refreshed as new models are added and new data is collected. This ensures the leaderboard reflects the latest performance trends across the AI ecosystem.
Where can I find out more?
You can explore the full HUMAINE leaderboard data—including demographic and task-level analysis—on our dedicated app. Datasets, our announcement blog, and a detailed paper will follow soon.
Why Prolific?
Prolific brings deep expertise in human-centered research and access to a diverse, representative pool of verified participants. This ensures that evaluations are fair, reliable, and grounded in real user experience.
