Samir Tout, Ph.D.
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It will not be visible on their landing page and won't be ranked (cannot win product of the day regardless of upvotes).
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GEO Stellar
See your website the way AI agents do — then fix it
We simulated how autonomous AI agents navigate the top 100 US SEO agencies — and 83% had never configured robots.txt for AI crawlers. GEO Stellar runs the same audit on your site: exposing why AI agents can't cite you, and generating the exact code to fix it. Built by a cybersecurity researcher. Now in Alpha. #Alpha #SEO #GEO #AISearch #AgenticAI #GenerativeEngineOptimization
About GEO Stellar on Product Hunt
“See your website the way AI agents do — then fix it”
GEO Stellar was submitted on Product Hunt and earned 10 upvotes and 7 comments, placing #88 on the daily leaderboard. We simulated how autonomous AI agents navigate the top 100 US SEO agencies — and 83% had never configured robots.txt for AI crawlers. GEO Stellar runs the same audit on your site: exposing why AI agents can't cite you, and generating the exact code to fix it. Built by a cybersecurity researcher. Now in Alpha. #Alpha #SEO #GEO #AISearch #AgenticAI #GenerativeEngineOptimization
On the analytics side, GEO Stellar competes within Marketing, SEO and Alpha — topics that collectively have 500.3k followers on Product Hunt. The dashboard above tracks how GEO Stellar performed against the three products that launched closest to it on the same day.
Who hunted GEO Stellar?
GEO Stellar was hunted by Samir Tout, Ph.D.. 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 GEO Stellar including community comment highlights and product details, visit the product overview.
Hey Product Hunt! 👋 I'm Samir — a Tech & Cybersecurity Professor and the solo founder of GEO Stellar.
Over the last few months, I noticed something the marketing world wasn't talking about: the next wave of AI search isn't just language models reading your content — it's autonomous agents physically navigating your website. Tools like OpenAI Operator and Google Jarvis are already getting snagged on poor DOM structures, missing ARIA labels, and aggressive infrastructure layers.
None of the existing GEO tools simulate the actual agent experience. So I built one that does. GEO Stellar™ evaluates your site, or that of your client, exactly the way AI agents do, using a built-in deep-node scanner — measuring Agentic Friction™, identifying citation gaps, and handing you the exact code patches needed to win the new era of search.
To prove it, I audited the Top 100 SEO Agencies in America. The data was striking. The full findings are in our free research report at geostellar.ai/report — but the short version is this:
· 19% of top agencies have infrastructure that inadvertently restricts AI agent access.
· 63% are losing their AI citations to aggregators like Moz because their code is too bloated.
The Launch Offer: This is v1, and we are strictly limiting our initial rollout to guarantee maximum compute allocation per account.
· We are capping our Founding Members program at 25 agencies.
· Founding Members get Enterprise access at $199/mo locked permanently (regular price will be $499/mo).
· Founding Members get dedicated compute per account — no shared queue, no throttling.
Let's test your site right now: Drop your URL in the comments below, and I'll run a manual deep-node scan and tell you live how "Agentic Ready" your site is!
Or, if you are ready to secure your AI search advantage, click through to claim one of the 25 Founding Member spots. Founding Members don't just get a discount. You will be permanently listed on our Agentic Vanguard directory as a pioneer in AI Search, complete with a backlink to your agency.
I'll be here all day answering every technical question! 🚀
P.S. As a thank you to the Product Hunt community for the early support today, I'm doing a "Founder's Blitz" for the first 3 people who want to test the enterprise nodes. Use code PHLAUNCH4926 at checkout for 50% off your first month.