Case studies
$200K/year/zero hand-written code.
Real products shipped with vibe coding. This isn't a testimonial. It's a Stripe dashboard.
Specs in · diffs out · revenue verified
The receipts
Proof, not theory.
- BridgeMind/$200K/year SaaS/Codex · Claude · Cursor
$200K/year, zero hand-written code
BridgeMind built a $200K/year SaaS with vibe coding. Not one line was typed by hand. The receipts are below, straight from Stripe.
More on the way
A study lands here only after vibe coding has produced real revenue. More are in progress with teams building this way right now.
Methodology
What we measure.
Outcomes, not effort. Every study reports numbers that survive a buyer, an investor, or a hiring manager.
- Revenue shipped. ARR, MRR, or paid usage tied to the product built with vibe coding.
- Ship velocity. Time from spec to merged diff — the number that compounds under disciplined review.
- Defect rate. Incidents per merge. Review-before-merge holds this line; shipping unreviewed breaks it.
- Team shape. Headcount it takes to keep the product running.
A demo isn't a case study. A surface that hasn't faced a paying customer hasn't been tested.
Run the same loop
Get certified on the loop behind these numbers.
Specs in, diffs out. Describe the product, run the agents, defend every diff in review. The same workflow that built a $200K/year SaaS.