MVP
Launching a Market-Ready AI MVP in 5 Weeks
A focused MVP cycle for an AI product with real onboarding and analytics.

Challenge
The founder needed proof of demand before a fundraising milestone.
Solution
We shipped the riskiest product workflows first, including usage limits and admin review.
Result
The MVP supported the first 300 beta users and informed the next product roadmap.