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From 0 - 10,000 students: what we learned in our first year.

We launched CourseVault in late 2024 with 15 beta users. Here's every mistake, breakthrough, and pivot that got us to 10,000...

CourseVault team 8 min readFeb 18, 2026

We launched CourseVault in late 2024 with 15 beta users. Here's every mistake, breakthrough, and pivot that got us to 10,000...

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Building AI that works for JAMB, WAEC, and university-specific past questions required us to rethink how we prompt, fine-tune, and validate outputs.