CLI tool to analyze your Vector Embeddings!
Embedding auditor with 5 checks and pretty plots, but crowded niche with unclear novelty.

Vector-based content gap analysis targets AI search citations instead of Google clicks.
SaaS founders and SEO marketers
Clearscope · MarketMuse · SurferSEO
Lately, my normal SEO tricks stopped working and i know yours too after dec 25. I realized my own behavior changed too, we don't search and click links anymore. We just ask Perplexity or chatgpt or gemini, and we only click the citations. I realized that if my SaaS isn't in those AI citations, my product basically doesn't exist.
So I built FlipAEO. It helps structure your site's data so LLMs actually understand exactly what your product does, so they can cite you as a trusted source when people ask questions in your niche.
Using this workflow i have grown my another saas (250k+ impressions, 3k+ clicks, and 550+ ChatGPT refferals.)
I turned my local workflow into a product, and launched 2 months ago. Being completely honest, I have exactly 3 active users paying my bills. Building it was the fun part, but finding people who actually care about Answer Engine Optimization (AEO) is really hard.
I'm posting here because I want to know if I am just crazy, or if this is a real problem you guys are facing too. Are you doing anything to get your products cited by AI search? Here is the link: https://flipaeo.com
Would love any raw feedback on the tool or the idea??
Embedding auditor with 5 checks and pretty plots, but crowded niche with unclear novelty.
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Five-minute setup for audit logs that usually take weeks to build.
Another embedded AI builder competing with Retool, Bubble, and internal tooling platforms.