ScholarForge
A self-improving research SaaS built between client calls, with payments already live.
A self-improving research SaaS built between client calls, with payments already live.
ScholarForge evaluates academic papers and improves on its own by learning from top-ranked research. Garrett W. was a consulting-firm partner with a demanding calendar, no development background, and only a rough idea.
AIPA fit the work into focused sprints between client meetings. Thirteen ideas went through the framework before one came out with clear evidence. That mattered because time was the constraint; the product had to be worth the hours it would take to build.
When Garrett W. shared a link too early, he got banned from Reddit. Instead of treating that as a dead end, he moved to LinkedIn and still hit the waitlist goal. This is the story for the busy professional who thinks progress requires quitting first.
- Market (opportunity)
- Academic research and workflow software, estimated in the low billions.
- Revenue
- Product live, early stage, revenue figure kept private because of the founder.
Read the numbers this way: documented revenue is money already earned; market size and any “target” figure describe opportunity, not money earned. Category-level market sizes are estimates.
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Earnings disclaimer: Results vary and are not typical. The stories and figures shown are real but not typical, and no revenue claim has been added beyond the source material. Your results depend on your effort, expertise, and market conditions. Nothing here is a guarantee of income.
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