Muhammad Rayan Shahid

Muhammad Rayan Shahid

16 | AI Researcher | Beyond Correctness
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About

Every quiz platform measures accuracy. UnderstandIQ measures the gap between your confidence and your accuracy — the signal that predicts learning failure before it happens. Upload any PDF, notes, or article. Answer questions at three depth levels. Rate your confidence before each result. Get your Calibration Gap, Overconfidence Score, and Illusion of Understanding index — the four signals that correctness alone never surfaces. Built on HCMS, a DOI-backed cognitive science framework by Muhammad Rayan Shahid. Free to use. Runs on Streamlit.

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Maker History

  • UnderstandIQ
    UnderstandIQThe quiz that measures understanding, not just correctness.
    Jun 2026
    • 🎉
    Joined Product HuntMay 22nd, 2026

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Muhammad Rayan Shahid•

10h ago

UnderstandIQ - The quiz that measures understanding, not just correctness.

Every quiz measures correctness. UnderstandIQ measures whether you actually understand what you know. Upload any PDF, notes, article, or study material. The system generates questions, captures confidence before grading, analyzes reasoning, detects misconceptions, and reveals gaps hidden behind good scores. Instead of just grades, learners get calibration scores, cognitive insights, and personalized recommendations. Free to use.
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