Vibe Coding

Blueprint diagram of a vibe-coded calculator widget next to a stack of unworked SEO dev tickets, showing the gap between solo operators and in-house teams.

Vibe-Coded SEO Tools Rank in 3 Days. In-House Teams Are 7 Months Backlogged.

Alex Galinos at Search Engine Land documented a Greek school-eligibility calculator that hit page one within three days of publishing, plus a project of 10 tool pages pulling 5,000 incremental clicks in two months. A Gray Company SEO PM survey found roughly 65% of in-house teams need at least

Blueprint-style technical diagram showing AI search API connections flowing into a monitoring dashboard with cost comparison labels

AI Visibility Tools Cost $500 a Month. The Entire Stack Costs $100 to Build Yourself.

The AI search visibility category has a pricing problem, and it is not the one the vendors want you to think about. If you are tracking how your brand shows up in ChatGPT, Perplexity, Gemini, and Google's AI Overviews, you are probably paying between $200 and $500 per