Case studies
Production results/at real scale.
Product builds shipped on the vibe coding operating model — spec-driven prompting, diff discipline, review-before-merge.
No testimonials · concrete outcomes · revenue verified
Available studies
Read the case studies
- BridgeMind/$170K+ ARR/Codex · Claude · Cursor
BridgeMind vibe-coded to $170K ARR
BridgeMind built a SaaS product with the same vibe coding system Vibecademy teaches — spec-driven prompting, diff discipline, review-before-merge — and shipped it past $170K in recurring revenue with a lean founding team.
More case studies coming
We publish a case study only when the operating model has held up under real revenue. Additional studies are in progress with teams currently shipping under the model.
Methodology
What do we measure?
We measure outcomes, not effort. Each case study reports against a small set of metrics that survive scrutiny from a buyer, an investor, or a hiring manager.
- Revenue shipped. ARR, MRR, or paid usage attributable to the surface built under the operating model.
- Ship velocity. Time from spec to merged diff. The number that compounds when review is fast and disciplined.
- Defect rate. Production incidents per merge. Agents that ship without review break this number; agents that ship with review hold it.
- Team shape. Headcount required to maintain the surface. The operating model exists to keep this number small.
Demos are not case studies. A surface that has not faced a paying customer has not been tested.
Operate the model
Run the same playbook.
Vibecademy teaches the operating model these case studies are built on. Same specs. Same diff discipline. Same review gate.