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12/15The Opportunity
Brands cant see if they appear in ChatGPT or Perplexity answers. New category with no dominant player yet.
Original Signal
“Cursor rewrote half my component and I didn't catch it until the tests blew up in prod. There's no safety net when you're vibe coding — you're just trusting the AI isn't breaking things.”
Score Breakdown
12/15How 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 are CI-heavy and not designed for the fast vibe-coding loop. No tool specifically guards logic regressions between AI-generated commits.
Willingness to Pay
Developers pay $20-49/mo for visual regression tools; a lightweight AI-code-specific guard at $15/mo fills an obvious gap.
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