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Cited
GEO · Generative Engine Optimization
Cited scores how often generative engines recommend your brand, who gets recommended instead, and what to fix. Free GEO audit, no sign-up.
Top comment
Hey Product Hunt! 👋 I'm Otavio, and I built Cited to solve a problem I was constantly running into. As search habits shift from Google to AI engines like ChatGPT, Perplexity, and Gemini, traditional SEO tools just don't tell us if our products are actually being recommended in generative responses. I wanted a quick, frictionless way to answer one simple question: "Does AI know my brand exists?" What Cited does in 15 seconds: 🔍 Queries multiple LLMs (Llama, DeepSeek, Qwen) in real time simulating buyer prompts. 📊 Gives you an instant AI Visibility Score and Share of Voice vs. competitors. 🚀 Zero friction: No forced email wall, no sign-up required to get your full report. It's running on Cloudflare Workers and open-source models to keep costs at zero during this testing phase. I'd love to get your thoughts, feedback, and critiques! Try running your product through it and let me know if the results match your expectations. What features would make this even more useful for your workflow?
About Cited on Product Hunt
“GEO · Generative Engine Optimization”
Cited was submitted on Product Hunt and earned 3 upvotes and 1 comments, placing #77 on the daily leaderboard. Cited scores how often generative engines recommend your brand, who gets recommended instead, and what to fix. Free GEO audit, no sign-up.
On the analytics side, Cited competes within Marketing, SEO and SaaS — topics that collectively have 551k followers on Product Hunt. The dashboard above tracks how Cited performed against the three products that launched closest to it on the same day.
Who hunted Cited?
Cited was hunted by Otavio Serra. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
For a complete overview of Cited including community comment highlights and product details, visit the product overview.

