Sell a Vibe Coding Error Explainer
13/15The Opportunity
Non-devs build apps with AI but cant understand why they break. Plain-English error explanations for vibe coders.
Original Signal
“I let the AI rewrite a component and it silently removed the accessibility attributes. No tests caught it, no CI caught it, and a user with a screen reader reported it two weeks later.”
Score Breakdown
13/15How urgently people need this solved and how willing they are to pay for it. Based on complaint frequency and spending signals across platforms.
How open the market is. A high score means few or no direct competitors, or existing solutions are overpriced and underdeliver.
How quickly a solo developer can ship an MVP. 5 = weekend project with standard tools. 1 = months of infrastructure work.
Existing Solutions
Percy and Chromatic catch visual regressions but not behavioral or accessibility regressions in AI-generated code. No tool specifically audits AI-edited files for silent breakages.
Willingness to Pay
Development teams pay $20-49/mo for code quality tools; a vibe-code safety net at $15/mo that specifically audits AI-touched files would solve a pain no existing tool addresses.
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