A product that needed more than another release attempt.
The study product generated notes, quizzes, and mock exams from learning material. But the feature could not get into production.
Testing the product as a student exposed a central problem: mock exams did not reliably reflect the uploaded document. Other questions involved the generation approach, the user experience, evaluation, and how the team owned the work.
Shared direction, followed by a live feature.
Leadership supported an immediate experiment giving uploaded documents more weight and welcomed the preview approach. Product and leadership aligned around the changes, and the feature went live.
The work connected the behavior of the AI product with the decisions and responsibilities needed to move it into production.