I ve been analyzing top agency and SaaS websites over the last few months, and the data is pretty staggering. Traditional SEO (optimizing for Google's passive crawler, building backlinks, keyword stuffing) feels completely disconnected from how users are actually finding software now through generative engines.
We noticed that sites ranking #1 on traditional Google are often completely ignored by agents like OpenAI Operator or Claude because of "Agentic Friction" (heavy DOM bloat, lack of semantic tags, missing JSON-LD).
For founders launching today: Are you still investing in traditional SEO, or have you completely shifted your strategy to Generative Engine Optimization (GEO)?
(P.S. We just launched GEO Stellar today to actually measure this friction would love to know what frameworks you're all using to stay visible to AI!)
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.
@samir_tout Not another word! As a tester, significantly less experienced and at a lower level compared to you, but even at my level I can already see a hole in the ship the size of the entire hull. And I’ve already scheduled a meeting for tomorrow to discuss this with the team lead and the front-end developers.
@julia_zakharova2 Julia, this is exactly why we built it! The fact that you saw the 'hole in the ship' instantly validates the entire mission.
If it helps you for your meeting tomorrow, DM me your company's domain. I’ll run it through our enterprise nodes tonight and send you the raw 'Agentic Friction' report. You can hand your front-end devs the exact data showing where Claude and Jarvis are getting stuck on your DOM.
Go crush that meeting! 🚀
@samir_tout Samir, may I use your proposal for our website once the new frontend is ready? We’re doing a redesign, rebuilding the layout, and updating the backend. I’ll get back to you later.
@julia_zakharova2 Of course, Julia! A frontend redesign is the absolute perfect time to implement this. Baking 'Agentic Readiness' into the DOM from day one is so much easier than trying to fix it after deployment.
I would be thrilled to let your team use the platform for this. We can even point our deep-sync nodes at your staging environment so your front-end devs can test for Agentic Friction before you push the new layout to production.
Let's get you and your team lead provisioned. Shoot me a quick note at founder@geostellar.ai and I'll set up a sandbox for you. Let me know how the meeting goes/went with the devs today.