AI-Generated Questions, Scores, and Feedback

PanelCrusher AI uses artificial intelligence to generate panel questions, voice lines, feedback, scores, summaries, and recommendations based on the file and defense settings you provide.

AI responses may be incomplete, inaccurate, or stricter/softer than a real academic panel. Use the output as practice guidance, then verify important points with your adviser, groupmates, and official school requirements.

This website is for practicing a defense only. It is not meant to replace real panelists, advisers, evaluators, or official defense requirements.

The 3 defenses per day limit exists so more students can use PanelCrusher AI at the same time.

The app is designed to stay in a thesis defense context, but users should avoid trying to manipulate the AI into producing unrelated, unsafe, or dishonest content.