Alex Groberman nailed something we’ve been seeing unfold all year, and it ties directly to what I wrote about in “Your Buyer’s Brain Has Changed.” (https://lnkd.in/gJhwNJ76) LLMs aren’t just search engines powered by AI. They’ve become solution engines. What Alex explained about snippet parsing, entity consistency, and recency bias highlights a new reality: AI doesn’t find the best answers anymore. It decides what the best answer is. If your content isn’t the one it trusts, someone else’s opinion becomes the truth. This is why SEO can’t just stand for “Search Engine Optimization” anymore. It now means Solution Engine Optimization. Creating content systems that are: ✅ Clear enough for AI to cite ✅ Honest enough for humans to trust ✅ Authoritative enough to lead the conversation What Alex calls “snippet-ready” content is exactly what transparent marketing aims for: problem-obsessed, frequently updated, structured clearly, and confident enough to say, “Here’s where we’re the right fit, and here’s where we’re not.” This isn’t just about SEO. It’s about building a trust architecture for the new web. The companies that start now will become the voices AI relies on and the ones their buyers turn to first. #SEO #AEO #GEO #B2BMarketing #ContentStrategy #DemandCapture
Founder at Alex Groberman Labs | SEO, AI Search Optimization & Social Media Strategist | $20M+ Revenue Generator | $1M+ Annual Profits From Owned Projects | Elevating eCommerce, Tech, B2B & B2C Brands |
ChatGPT recently confirmed one of the exact systems SEO Stuff has been quietly using to drive traffic + sales for customers all year. Now that it’s out in the open, let’s break down exactly how it works. A little while back Aleyda Solis discovered something interesting (I'll link to her post below): ChatGPT couldn’t answer her query until the page was indexed by Google. Once it was indexed, ChatGPT’s response matched the Google featured snippet word-for-word. ChatGPT itself said it was using “a publicly indexed snippet via web search that previews page content.” That tells us something important: if you’re not ranking in Google, you’re going to have a tough time showing up in ChatGPT, AI Overviews, Perplexity, etc. Just by the nature of the way LLMs ingest web data and Google indexes feeds, you need the following type of content: Snippet-ready (FAQ schema, H2 answers, clear takeaways) Frequently updated (freshness = recency trust signal) Entity-consistent (brand schema + internal links match) Safe to cite (factual, well-structured, no broken markup) The AI search pipeline now looks like this: Structured, front-loaded content (TL;DRs, 2-3 sentence answers, clear H2s) win Google’s featured snippet. ChatGPT + Gemini pull that snippet into their answer sets. Your brand becomes the “trusted source” inside AI responses and earns clicks + conversions. Now don't get me wrong, all LLMs are not the same and they don't all match Google exactly. There are some notable differences: Gemini + AI Overviews heavily prioritize pages updated within the past 30 days. Fresh content is 2-3× more likely to appear in AI Overviews. Perplexity strongly weighs entity consistency (NAP + schema + internal linking) and messy entities get skipped. ChatGPT is citing fewer sources (~3 on average vs 7 earlier this year), which makes being “safe to cite” even more valuable. Claude pages with contextual FAQs and human examples over keyword stuffing. So yes, LLMs don’t judge pages like Google does. They value human context, semantic mentions, and trust signals beyond your site. But you can optimize your sites in a way where you check everyone's boxes across the board. That's what SEO Stuff was built for. Here's what SEO Stuff's plans do: 1. Write for snippet parsing. Use question-based H2s + 2–3 sentence answers. Add a TL;DR summary box up top. Bold key data points or numbers for LLM extraction. 2. Add FAQs. FAQs help LLMs “chunk” content into meaningful answer units. 3. Keep content fresh. Customers who buy our Premium Content Bundle every month update their content to trigger recency boosts and re-ingestion. 4. Strengthen entities. Align brand mentions and internal links so your business appears consistent everywhere. 5. Earn semantic mentions. The Gold Plan and Premium Backlink Bundle provide mentions on sites already appearing in AI. 6. BREAK TIME: Due to character limits, I'll finish this post in the comments.
Founder at Alex Groberman Labs | SEO, AI Search Optimization & Social Media Strategist | $20M+ Revenue Generator | $1M+ Annual Profits From Owned Projects | Elevating eCommerce, Tech, B2B & B2C Brands |
3wAppreciate it. And obviously I completely agree with your broader assessment.