Tool to test brand presence across major LLMs
Solves a real new problem, but the market is barely formed and validation is weak.
Citatra is an open-source platform for AEO/GEO. Designed for marketers and SEO professionals, it helps you monitor competitors, analyze backlinks, and gain actionable intelligence to optimize your visibility on AI search.
Self-hostable alternative to closed AI visibility SaaS, but limited by 1-workspace open-source cap.
SEO professionals, content marketers, and agencies tracking AI-driven search visibility trends
Semrush · Ahrefs · SE Ranking
Solves a real new problem, but the market is barely formed and validation is weak.
Yet another AI SEO tracker when BrightEdge, MarketMuse, and others already do this.
Monitors AI search mentions, but only shows one furniture retailer dashboard as proof.
SEO for AI chatbots, but unclear how profiles actually influence model recommendations.
Tracks GPTBot and ClaudeBot crawling when Brandwatch only monitors social media.
Brand Entity Kit fixes LLM hallucinations when Prolific and AirOps just track rankings.