Insights

LLM Optimization (LLMO): How Businesses Get Named by Large Language Models

LLM optimization (LLMO) explained for business owners: what it means, how it relates to GEO and SEO, and what makes a brand easier for AI to name.

Trux Nguyen · · 2 min read

Quick answer

LLM optimization (LLMO) means making your business easy for large language models, the technology behind ChatGPT, Gemini and Perplexity, to understand, describe accurately and recommend. In practice it is closely related to generative engine optimization (GEO) and builds on SEO.

By Trux Nguyen, Founder and Director of Unitrux, with 5 years in marketing and SEO. Published 25 October 2026. Last updated 25 October 2026.

LLMO, GEO and AEO: one family

The industry uses several names for overlapping work. LLMO focuses on the models themselves, GEO on the generative answer engines built from them, and AEO on being the quoted answer. For a business owner the practical goal is the same: be named, be described correctly, and be chosen.

What makes a brand easy for an LLM to name

Trait Why it matters
Specific A clear description of services and places gives the model a sentence it can repeat
Consistent Matching facts across the web leave no contradictions to resolve
Evidenced Named experts, sources and reviews make claims attributable
Accessible Pages that can be crawled and read are pages that can be learned from and cited

Demand

In Google Keyword Planner (United States, retrieved 25 October 2026), "llm optimization" shows 100 to 1,000 monthly searches with Low advertiser competition.

Our expert view

We are cautious with anyone selling secret prompts or tricks for language models. Models change often; durable visibility comes from being a genuinely clear, well-documented and well-reviewed business. That is the foundation we build. See what generative engine optimization is.

About the author

Trux Nguyen is the Founder and Director of Unitrux, with 5 years of experience in marketing and SEO. Areas of work: SEO, AEO, GEO and AIO, local SEO, content strategy, schema markup, keyword research, Google Ads and analytics. Contact: [email protected].

Frequently asked questions

Is LLMO different from GEO?

Mostly a difference of emphasis. Both aim to get a business named accurately in AI answers.

Can you get my business into ChatGPT's training data?

No one can promise that. We focus on what is publicly verifiable and citable.

Does LLMO replace SEO?

No. Search-accessible, trustworthy content remains the base.

Limits and honest expectations

Search engines and AI assistants change their answers over time and no one controls them. Results vary by industry, city and competition, and we do not guarantee a position, a mention or a number of leads. We report what is measurable, plainly.

Sources

Get your free AI visibility audit

Find out whether ChatGPT, Gemini, Perplexity and Google name your business today, who they name instead, and what to do first. Request a free audit and we will walk you through it in plain language.