Samir Tout, Ph.D.

Samir Tout, Ph.D.

GEO Stellar Founder, avid volleyball(er)

About

I'm a Professor of Technology & Cybersecurity and a software architect with 15+ years of experience. I built GEO Stellar to fill a gap no existing tool was addressing: simulating how autonomous AI agents physically navigate websites — not just crawl them. To prove this shift is already happening, I used our deep-node scanner to audit the Top 100 SEO Agencies in the US — and the results were staggering. Visit geostellar.ai to download the full industry report, watch the 53-second intro video, or claim one of the 25 Founding Member spots.

Badges

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Maker History

  • GEO Stellar
    GEO StellarSee your website the way AI agents do — then fix it
    Apr 2026
  • 🎉
    Joined Product HuntApril 1st, 2026

Forums

Is traditional Technical SEO dead, or just evolving into "Agentic UX"?

I've been researching how autonomous agents (Claude, Google Jarvis) traverse websites, and I'm noticing a massive gap. Sites that score 100 on Google Lighthouse are literally crashing AI agents because of DOM bloat and missing ARIA semantics.

We just launched a tool today to physically measure this "Agentic Friction," but I'm curious what the community thinks: Should front-end devs be designing for human UI, or should they be stripping down their DOMs so AI agents can actually read and cite them? Where is the balance?

Is traditional SEO officially a waste of time for early-stage startups?

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!)

🔥 Get more points by launching on Alpha Day

We re trying something new on Thursday: Alpha Day.

The idea is simple. If this is the first time you re launching your product anywhere, you can tag it alpha and get a boost to your points (and land on a special leaderboard).

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