The new visibility battle isn't Google vs Bing anymore. It's who trains the answ
By Vanessa Hung · March 14, 2026 · Curated by George's Blog
The new visibility battle isn't Google vs Bing anymore.
It's who trains the answer AI gives.
Every time a distribution system changes, the people who adapt first get called cheaters. Until everyone else catches up. Then it becomes the new game.
That is exactly what happened with Google.
The first people doing SEO were accused of gaming search results. Keyword stuffing, link schemes, manufactured authority. Twenty years later, SEO is a standard line item in every marketing budget.
Nobody questions its legitimacy anymore.
GEO is at that same early, uncomfortable stage.
AI agents like Claude, ChatGPT, Gemini, and Perplexity are now answering product and service questions before users ever open a website. These systems crawl blogs, news sites, forums, and owned content to build their responses. The problem is that they are not good at weighing source quality in real time.
For example, one day I searched ChatGPT for the best Amazon PPC agencies. One name kept coming up. So we went digging.
They had a blog post titled "The 10 Best Amazon PPC Agencies." They ranked themselves number one. ChatGPT read it, processed it as a credible reference, and repeated it to anyone who asked. No third party validation. No client results. Just a company writing about how great they are, in a format the AI was trained to trust.
When a claim repeats consistently across enough pages, the model treats repetition as credibility. It does not verify. It pattern matches. That gap is what early movers are using right now.
GEO, Generative Engine Optimization, is the practice of structuring your content and brand signals so that LLMs (large language models) retrieve and recommend you based on real authority. The operators doing it correctly are earning citations and building semantic clarity. Not just writing blog posts about how great they are.
Go search your category in ChatGPT right now. Check who shows up. Then check why.
👍 If this reframed how you think about AI search, hit like.
♻️ If someone on your team is about to trust a chatbot result without questioning it, repost this first.
#GEO #AEO #AISearch #LLMOptimization #ContentStrategy