I built T4 Forge while studying in college. How would you narrow the first beta cohort?
I’m James Gallup, a college student and the founder of T4 Forge in Casper, Wyoming.
I built T4 because I could study for hours and still not clearly know what I was actually weak on or what I should study next. It uses a learner’s own approved study material to create source-grounded adaptive practice, identify weak areas, focus review, and reassess whether improvement was demonstrated.
A distinction I care about: coaching does not automatically count as mastery. After getting help, the learner must later demonstrate improvement independently.
The core platform is built and entering open beta. Our live Kickstarter is funding and recruiting the founding learner cohort. I’m keeping the main Product Hunt launch for when open beta is accessible.
I’m especially looking to reach college students. For founders who have built learning tools, how would you narrow that first cohort: one course or subject, students preparing for the same kind of exam, or students across subjects who share this study problem? What did your choice help you learn during beta?
I’d value feedback from people working in EdTech, learning science, AI in education, or education startups. If the project resonates with you, the Kickstarter is here: https://www.kickstarter.com/projects/267457002/t4-forge-stop-guessing-what-to-study
Find Your Weakness. Forge Your Strength.
Replies
I'd start with students preparing for the same exam, with one catch that might change your answer.
The reason is your own distinction - "Demonstrated improvement". A practice test score means the same thing for everyone in the cohort. Across subjects, each learner improves on different material, so you can't tell whether T4 helped or the unit just got easier.
The issue is that exam cohorts often don't study from their own material. In the flashcard generator I build for, med students share one big premade deck and never touch their lecture notes. So "the learner's own approved material" fits one course better than one exam. If the material is the product, a single course with one syllabus may be the cleaner first cohort, even with weaker measurement.
P.S. Whichever you pick, an exam cohort has a hard end date