Why I built a GEO agency before most CMOs knew what GEO was

In early 2024, I started noticing something in the data I was pulling for clients. A handful of them were generating leads from buyers who told them, unprompted, "ChatGPT recommended you." Not Google. Not a referral. Not an ad. ChatGPT.

These were not tech companies. One was a specialty food brand in Miami. Another was a legal services firm. A third was a dermatology group in Coral Gables. And in every case, the brand had not done anything to earn that citation. They had simply ended up in the training data in a way that made them the answer to someone's question.

I started asking the question every marketer should be asking in 2024: what if this becomes the default way buyers discover brands? And then: what do you actually do to make sure your brand is the one cited?

What I saw in buyer behavior

The shift was not subtle once I was looking for it. For high-consideration purchases, which means anything where the buyer does real research before committing, a growing share of people were starting that research with a conversation rather than a query. They were not typing "best GEO agency Miami" into Google. They were asking ChatGPT "I run a CPG brand and I need to show up in AI search results — who can help with that?"

Those two entry points lead to completely different results. Google returns a SERP. ChatGPT returns an answer. And the answer names specific brands.

I spent three months testing every major AI system across hundreds of category queries in industries I knew well. The patterns were consistent: AI systems cited brands that had strong entity recognition, authoritative source coverage, quotable content structured to answer the exact question, and schema markup that made their facts machine-readable.

None of this was what traditional SEO addressed. The playbook did not exist yet. So I built it.

Why most agencies were not building for this

Most marketing agencies in 2024 were optimizing for a channel that was already mature: Google search. The playbook was established, the tools existed, the benchmarks were clear. There was no obvious incentive to cannibalize that with something new and unproven.

But I had spent 20 years watching channels shift. I had seen what happened when brands that were dominant in print tried to adapt to digital, when TV-first brands tried to adapt to social, when traditional display-ad brands tried to adapt to performance marketing. The brands that moved early when the signal was clear did not just survive the shift — they led the next cycle.

The signal in 2024 was clear to me. AI systems were going to mediate brand discovery for a significant share of buyers. The brands that built for that reality in 2024 and 2025 would own the category answers in 2026 and beyond.

What GEO actually is

Generative Engine Optimization is the practice of structuring a brand's content, schema markup, and authority signals so that AI systems — ChatGPT, Perplexity, Google AI Overviews, Claude, Gemini, Copilot — retrieve and cite the brand when users ask AI assistants about their category.

It is not a trick. It is not stuffing keywords into prompts or gaming AI systems. It is doing the underlying work that makes a brand genuinely recognizable and citable to machine intelligence: building a clear entity, maintaining consistent brand facts across authoritative sources, creating content structured for extraction, earning citations in the publications AI systems weight, and making the technical signals readable to AI crawlers.

The brands that have done this work well are now appearing in AI-generated answers at the exact moment a buyer is forming a decision. The ones that have not are invisible — even if they have excellent SEO rankings on Google.

That gap is what Cipion Marketing was built to close.