📑
"We weren't trying to replace the professor — we were trying to cover 2 AM."
The biggest concern going in was simple: would students stop showing up to office hours once they had an AI? The end-of-semester data was the opposite. Office-hour attendance went up — and the questions students brought in were noticeably deeper and more research-oriented.
"The AI took the routine questions. What was left in office hours was exactly the kind of conversation we got into this profession for." — the project lead, in the department's term-end review.
🏛 Institution
East Coast R1 · Top-15
👥 Students
~600 across 4 sections
⚙️ Stack
Canvas + university SSO
+34%
Median midterm lift
p < 0.01
2.1×
Substantive office-hour
questions (31% → 65%)
87%
Would recommend to peers
n = 587 anonymous
19 days
From contract to
first live session