Decoding the LLM: How Notabene Became an Early GEO Success Story
What one crypto compliance company reveals about the shift from ranking in search results to being recommended inside AI answers.
The Executive Summary
Generative engine optimization, or GEO, is changing what business visibility means. Traditional SEO focuses on ranking in search results. GEO focuses on whether AI systems like ChatGPT, Perplexity, Gemini, and Google AI Overviews understand, cite, and recommend a brand inside generated answers. One of the clearest early public examples is Notabene, a crypto compliance company whose reported GEO work led to a 941% increase in LLM-driven sessions and top ChatGPT recommendation visibility for a high-intent category query, according to a published Notabene GEO case study by Victoria Olsina.
The Catalyst: What Changed and Why Now
For years, search visibility meant earning a top position on Google and converting that ranking into website traffic. That model is under pressure because AI answer engines often give users a direct answer instead of a list of links.
That matters because buyers are changing how they research products. Instead of typing broad keywords and opening several tabs, they ask tools like ChatGPT or Perplexity for a recommendation. In that environment, the winning brand may not be the one with the highest blue-link ranking. It may be the one the AI system names, cites, or summarizes as the most relevant answer.
Academic researchers who introduced Generative Engine Optimization describe this as a new visibility problem: brands and publishers now need to understand how content is selected and presented by generative engines, not just traditional search engines. Separately, a Seer Interactive analysis of AI referral traffic found that ChatGPT traffic converted at 15.9% compared with 1.76% for Google organic in one client case study. The traffic volume may still be smaller, but the intent can be much stronger.
The Case Study: What Notabene Shows
Notabene operates in crypto compliance, specifically around Travel Rule workflows for virtual asset service providers. That is not a casual search category. Buyers in this market are usually looking for trust, regulatory clarity, and operational confidence.
According to Victoria Olsina’s public AEO and GEO case study, Notabene saw a 941% increase in LLM sessions and became the top ChatGPT recommendation for a crypto Travel Rule platform query. The same case study reports that Notabene’s organic traffic continued growing while AI-driven visibility increased.
The important lesson is not that Notabene “beat” Google. The better lesson is that the discovery layer changed. In a specialized B2B category, the buyer’s first impression may now come from an AI-generated answer. If that answer names one company before others, the brand earns consideration before the prospect even reaches a traditional search results page.
Strategic Implications and Hidden Risks
The biggest mistake businesses can make is assuming traditional SEO success automatically creates AI visibility. That is not guaranteed. AI systems summarize, compare, and cite selectively. A company can rank in search and still be absent from the answer layer.
The second risk is measuring the wrong signals. Rankings, impressions, and organic sessions still matter, but they do not fully show whether a brand is being recommended by ChatGPT, Perplexity, Gemini, or Google AI Overviews. That creates a blind spot for marketing teams that still treat organic search as one channel instead of a changing discovery system.
There is also a trust risk. Google has updated its spam policies to address attempts to manipulate AI-generated search responses, as reported by The Verge. That means companies cannot treat GEO as a shortcut or a trick. The safer path is credible, well-sourced, clearly structured content that helps both people and machines understand the brand’s expertise.
The Bottom Line
The Shift: Search is moving from ranked links to generated answers.
The Risk: Brands may lose visibility if AI systems do not understand, cite, or recommend them.
The Strategic Priority: Businesses need to track AI visibility as its own channel, not just as a side effect of SEO.
Understanding this market shift is only the first step. Our premium subscribers get the full operational playbook for this strategy, including the implementation roadmap, KPI dashboards, and plug-and-play templates needed to execute it safely and effectively.
