The case study · Vanderbilt Owen × Inkwell · Spring 2026
Most schools shun AI. One classroom embraced it.
A world first at Vanderbilt University's Owen Graduate School of Management:
an entire MBA course taught with an AI co-teacher — Vanderbot. This is what happened.
Oliver Luckett, co-founder of Inkwell, with the Spring 2026 cohort — the inaugural AI-Enhanced Entrepreneurship class at Vanderbilt's Owen Graduate School of Management
Oliver Luckett is a technologist, author, and entrepreneur who has spent his career at the intersection of networks, media, and human behavior. He co-wrote The Social Organism and has built companies and platforms for Disney, DreamWorks, and some of the most-followed creators on the internet.
Vanderbot is his most personal bet: that the right AI doesn't make you more dependent — it makes you more capable.
The experiment
One semester. Real ventures on the line.
While most schools were still writing AI bans, a first-of-its-kind
practicum put one in front of the room: 51 MBA students, the bot as co-teacher.
01 · The setup
What the class was for.
An AI-accelerated entrepreneurship practicum: every student takes a raw idea toward
a real venture in 45 days. The question being tested: does an AI that refuses to
answer make students sharper?
02 · Week one
It met every student first.
Each student answered a short questionnaire — out came their founder archetype
and their spirit animal — and Vanderbot calibrated its coaching to both from the
first message.
Each stage opened only when the reasoning held — customers named, assumptions
tested, evidence logged. Faculty watched the whole cohort on one live dashboard and
stepped in before anyone slipped.
12 stages · live cohort dashboard · 131 early-warning flags
04 · The real lesson
Built to teach entrepreneurship. It taught thinking.
Students stopped asking it for answers and started bringing it their reasoning.
The deliverable was a venture. What compounded was judgment.
12:1 · the bot out-writes the student — questions take more words than answers
10,724
conversations in one semester
473
venture concepts pressure-tested
2,349
files built and saved with students
51
students — real ventures on the line
Spring 2026 · Vanderbilt University Owen Graduate School of Management · fully anonymized
Voices · Spring 2026
In their own words.
The clarityWe redefined our goals and I have clarity now … it was so helpful.10,724 conversations in one semester
The honestyHey, thanks for checking — I appreciate your honesty!it says what it can't verify — by design
The buildI was able to check out the platform that you helped me build. The front end looks great.2,349 files built and saved with students
The self-insightHmm — I never thought of myself as the Analyst.8 of 10 archetypes appeared in the cohort
The frictionYou forced me to choose one answer … for situations in which I would not do … any of the options offered.one of 473 concepts pressure-tested
The one who stayedThis is great, love this — I agree with your analysis.3,400+ exchanges after the course ended
Real, verbatim student words — anonymized, never named
The personalization layer
Which founder are you?
Ten archetypes — eight filled this cohort. It pushes the blind spot, not the strength.
Find yours — take the quiz ↓Spirit animals are real and bespoke — Vanderbot names a different one per founder. Ventures generalized from real cohort output — no names, no brands.
Try it yourself
The questionnaire that started it all.
The exact twelve questions the cohort answered in week one.
