Generative Engine Optimization vs SEO: What Stays, What's New

Julian Goldie — founder, AI Profit Boardroom
By Julian Goldie · 8 min read
Get The AI Profit Stack Join AIPB →
🎯 1,000+ done-for-you AI agent workflows 📅 4 live coaching calls every week 🛡️ 7-day refund + 30-day ROI guarantee 👥 3,400+ AI operators inside

The truth about generative engine optimization vs SEO is that GEO is not a replacement for SEO, it is a layer built on top of it: AI answers summarise pages that rank and sources they trust, so SEO is the foundation and GEO is the work of getting named and cited once you are in the pool. Skip the foundation and there is nothing for the AI to pick up.

📺 Watch: How to Rank #1 in Google AI Search (Real GEO Examples)

🔥 Get the Agent OS as a free bonus: AI Profit Boardroom members get the full Agent OS zip, prompt libraries, daily tutorials and weekly live coaching calls. → Get inside

A lot of people have been told SEO is dead and GEO is the new thing. That is backwards. Every time I have been cited by Google's AI, it has been on the back of pages that already ranked or were built to rank. This page shows what stays the same, what is new, and the extra layer I add on top.

If you want to know where your site stands on both, get a free SEO strategy session. It is a one-to-one call where my team looks at your site, competitors and nearest-win keywords, then gives you a game plan for Google and AI search. For the weekly workflows behind all this, the AI Profit Boardroom is $69/mo.

Two Quick Definitions

SEO means ranking pages in Google's classic results. That covers keywords, content, technical health and links.

GEO, generative engine optimization, means getting named, cited and recommended in AI-generated answers: ChatGPT, Gemini, Claude, Perplexity, Copilot, and Google's AI Overviews and AI Mode. The term comes from a 2023 research paper on generative search engines.

Notice what GEO depends on. An AI answer has to come from somewhere. It reads pages, then writes a summary. The pages it reads most are the ones that rank and the sources it already trusts. That is SEO.

Think of It as Floors in a Building

Here is the simplest way I can put it.

You cannot build the top floor in mid-air. That is why I never start a GEO project by ignoring rankings.

📺 Watch: Grok 4.6 AI SEO Just Changed Everything

Generative Engine Optimization vs SEO: What Stays the Same and What Is New

Here is the side-by-side. Most of the SEO column still applies. GEO adds to it.

AreaSEOGEO
Where you show upGoogle's classic resultsAI answers in ChatGPT, Gemini, Claude, Perplexity, Copilot, AI Overviews, AI Mode
KeywordsMatch what people searchSame, plus match the full questions people ask AI
ContentHelpful pages that cover the topicSame, plus a direct answer up top and your own case studies
Technical healthCrawlable, fast, indexedSame. If it is not indexed, the AI cannot use it
Links and authorityLinks from other sitesSame, plus mentions across many sites and platforms
SpeedHelpfulVery important. Be first within about 24 hours on trends
Success measureRankings and clicksBeing named and cited, on top of rankings and clicks
Quality checksAccurate, useful contentSame, with Google's 1 October 2026 guidance to fact-check AI-assisted text, metadata, structured data and alt text

Read the GEO column and count how many rows start with "Same". That is the point of this page. GEO is SEO with a few new habits added.

📺 Watch: Hermes Agent Just Automated SEO Completely

The New Layer: My Answer Engine Framework

Once the SEO base is in place, I add three habits. I call it the Answer Engine framework.

Be the source

Publish real case studies. Your own tests are facts the AI cannot invent, which is why AI answers quote experts who do public testing. Generic content that says what everyone else says gives the AI no reason to name you.

Be everywhere

Get the same answer onto several sites and platforms, including places like r/AISEOInsider. Each angle points to the same answer. If one site drops, the others stay. In classic SEO one strong page could carry you. In AI answers, more sources naming you means more chances to be picked.

Be first

Publish within about 24 hours on trending topics. Fresh topics have fewer sources, so the first solid page often becomes the one AI leans on.

Want help adding this layer to your site? Book your free GEO strategy session, or book a free SEO strategy call here.

Proof That SEO Rankings Fed AI Citations

This is not theory. Here is what I have seen in my own results.

In every case the SEO work came first. The AI citations followed the pages that ranked.

How I Build Both at Once with Free Tools

I use a free stack: Hermes Agent (open source), OpenCode as the free brain running DeepSeek V4.1 Flash, and Google Search Console. Setup details are in my Agent OS guide.

  1. Export Search Console data to CSV and give it to Hermes.
  2. Ask it to analyse what is working and suggest keywords and topics to rank in AI search.
  3. Read the report: clicks, brand share of clicks, non-brand click-through rate and what is working. For me that was comparison articles, Agent OS clusters, the free AI community, and Antigravity and Hermes topics.
  4. Pick a keyword, give Hermes an SEO skill (mine is a roughly 100-point quality checklist inside the AI Profit Boardroom) and access to WordPress or Netlify.
  5. Let it write and publish around your own case studies.
  6. Check AI Mode, AI Overviews and Perplexity.

Notice step one uses SEO data. The whole GEO process starts from what already ranks. I test the models I use in this loop on Goldie Bench.

For a step-by-step walkthrough, read how to do GEO for a website. For a shorter take on the two acronyms, see GEO vs SEO. And if you want to know what changed from the old blue-links days, read generative engine optimization vs traditional SEO.

Two free resources for the foundation: my free ChatGPT SEO prompts and the free link building book. If you want to learn alongside people doing this every day, join the AI Profit Boardroom for $69/mo.

Mistakes People Make When Moving From SEO to GEO

Fix those five and you are ahead of most of your competitors. If you want a second pair of eyes on your site, book your free strategy call directly.

FAQ

Is GEO replacing SEO?

No. AI answers summarise pages that rank and sources they trust. GEO builds on SEO. Drop SEO and your GEO has nothing to stand on.

What is actually different about GEO?

Three things: you need your own case studies so AI has a reason to name you, you need mentions across several sites, and speed matters more. Success is measured by being named and cited as well as by rankings and clicks.

Should I keep building links?

Yes. Links and authority are still part of how pages rank, and ranking pages are what AI answers draw from.

How do I start?

Fix your SEO base, then add the Answer Engine framework. If you want a plan, get a free SEO strategy session. It is a call, not a written report.

Build the ground floor, then the top floor. That is the honest answer to generative engine optimization vs SEO. When you want a plan for your own site, book your free GEO strategy session.

What members say about the AI Profit Boardroom

Read all 114 reviews on Skool →

★ 4.9 out of 5 from 114 member reviews on Skool

Yosuke Sato, AI Profit Boardroom member review (5 stars, paying member for 17 months): The best Skool course you get for AI! I have attended a few Skool courses before, but AI Profit Boardroom is the most active community and has great support from the management team, including Julian! You can get the most up-to-date information and practical implementations in this community. I highly recommend this!Mazzie T, AI Profit Boardroom member review (5 stars, paying member for 10 months): My mind is blown everyday with all the content and the incredible information. So much support and I love the personalised attention and quick responses. The community is great and people are very responsive and helpful.Rene Clayton, AI Profit Boardroom member review (5 stars, paying member for 9 months): The AI Profit Boardroom is a GAME CHANGER people. I could not be more thrilled that I joined!! So much support, more information than you can even consume, a huge value for what the small fee was. I have grown my business, my knowledge and my FUN!. SUCH a fantastic leader and group of humans. I am incredibly honored to be a part of this fantastic group of intelligent humans :-) THANK YOU!Arpiet Malpani, AI Profit Boardroom member review (5 stars, paying member for 8 months): Incredible learning from Julian and team. I started out in march and was able to build end to end SAAS with the help and learning from this group. I am incredibly thankful to Julian for crazy support and prompt response.James Grimm, AI Profit Boardroom member review (5 stars, paying member for 7 months): I asked Julian for help finding local business websites with little to no traffic. Julian was gracious in providing me my personal "how-to" video instruction. Wow, this is the pinnacle of customer service! I am just one of 3,400 subscribers and Julian took the time to help me personally. Thank you Julian for your assistance and outstanding custoemr support and care. James (Jim) GrimmNick Good, AI Profit Boardroom member review (5 stars, paying member for 4 months): I’m part of many AI groups and hands down, what Julian Goldie, has built here…the classroom trainings are amazing, but the community he has created is second to none (the community is worth the cost of joining!). If you’re looking to become the AI expert and build/create something meaningful, then AI Profit Boardroom is for YOU!Steven Gray, AI Profit Boardroom member review (5 stars, paying member for 4 months): Been in awhile. I’m a dad on a factory shift, not a tech bloke. Julian’s lot showed me how to use AI without drowning in tools. Avatar, voice, the workflow thinking — that’s what I needed. If you’re stuck on “where do I start,” this group’s worth it. I always read them.Steve Erickson, AI Profit Boardroom member review (5 stars, paying member for 4 months): I asked Julian a simple question, and he ended up creating a 10-minute video and a guide breaking down in extreme detail what I had asked. Amazing response!Rod Martin, AI Profit Boardroom member review (5 stars, paying member for 3 months): Julian is brilliant, and more prolific than I can keep up with (which is a great thing). His AgentOS is remarkable, and he is THE go-to guy for what you can really do (and not do) with the ever-increasing deluge of new AI upgrades and tools. HIGHLY recommend.Daniel Shulman, AI Profit Boardroom member review (5 stars, paying member for 4 months): Julian is very helpful. He doesn't try sell stuff you dont need and will give you a straight answer to your questions.Rj Herzog, AI Profit Boardroom member review (5 stars, paying member for 5 months): Top notch. If you are searching & searching thinking there is always something better out there.... You just found it. No need to look any further. Goldie covers it all & is super helpful. Can't beat the group either. Really can't recommend this group enough.Jermey Matthews, AI Profit Boardroom member review (5 stars, paying member for 6 months): While he has the capacity to do it, Julian is definitely doing the unscalable things to support his community.

Ready To Join The #1 AI Community?

Join 3,400+ entrepreneurs inside the AI Profit Boardroom. Get the Agent OS, 1,000+ plug-and-play AI agent workflows, daily Q&A with Julian and 4 live coaching calls every week.

Join The AI Profit Boardroom →

7-Day No-Questions Refund • 30-Day ROI Guarantee

← Back to all posts