Should we create specific content for LLMs?

Why a page written “for AI” is almost always a bad idea, and the four exceptions that warrant dedicated content

Key Takeaways

  • Short answer: No, in the vast majority of cases; AI engines crawl the same pages as Google and Bing, and a page designed solely for them is neither ranked nor indexed.
  • What works: Adapt existing pages (direct answers, dated facts, extractable structure) rather than creating a second, parallel site.
  • Exceptions: a page of facts about the company, a glossary, unbiased comparison pages, and original data presented in tables.
  • The risk: "AI-generated" duplicate content dilutes the main page's ranking and is ignored by both types of search engines.

The question arises as soon as a company discovers the GEO : Should you create content specifically “for ChatGPT,” separate from content written for Google and for visitors? The answer is no in most cases, with a few specific exceptions. This article explains why, provides a decision-making guideline, and describes the only dedicated content that has proven effective in 2026.

Why Content "for AI" Doesn't Work

Generative search engines (ChatGPT, Perplexity, Gemini, Google’s AI Mode and AI Insights, Copilot) select their sources from the results of a traditional search index. A page created for AI must therefore first be ranked by Google or Bing for the query asked; if it isn’t, it will never be read. However, “AI-specific” pages have a number of flaws that prevent them from being ranked:

  • They duplicate an existing page with different wording, which splits the signals between two URLs.
  • They are often hidden from navigation, so they have no internal links or authority.
  • They are written in an artificial style (a series of questions and answers, repeated keywords) that Google's quality raters and the algorithms themselves penalize.

The complete source selection mechanism is described in How Does AI Index Content?. The practical implication is simple: content that appeals to AI is content that already appeals to search engines and readers—but with a higher degree of precision.

Adapt Rather Than Create: What Changes in an Existing Page

ElementPage designed exclusively for GooglePage suitable for both
OpeningContextual introduction, keyword in the first sentenceAnswer to the question in the title within the first 100 words
SubtitlesVariations of the keywordComplete questions or statements that one might ask an assistant
FiguresRare, undatedDated ranges, scope specified, source cited
ParagraphsLinked with cross-references (“as noted above”)Self-contained: Each paragraph states its topic and can be understood on its own
AuthorMissing or genericName, Position, Author Page
UpdatePublication date onlyVisible revision date and actual changes

These changes also improve organic rankings, as they align with the quality criteria Google has been using since the 2023–2025 updates. Therefore, there is no need to choose between content tailored to one audience or another; rather, there is a higher standard to meet. The editorial qualities sought are detailed in Write content that AI systems are more likely to cite.

The four exceptions that warrant their own section

  1. The company facts page. An “About Us” or “Facts and Figures” page that clearly outlines the company’s business, date of founding, number of employees, locations, base rates, and certifications. Agencies use it to address brand-related questions and to avoid confusion with companies that share the same name; see Optimize Your "About Us" Page for AI.
  2. The Glossary. One definition per page, 40 to 80 words long, followed by an explanation. “What is” and “definition of” queries are the most common in search engines, and short definitions are the most frequently cited passages.
  3. Neutral comparisons. “X or Y,” “alternatives to Z,” written using measurable criteria and tables. They address recommendation requests—those with the highest commercial value.
  4. The original data. A table of figures based on your business (timelines, actual prices, test results), published along with the methodology used to generate them. This is the only type of content that search engines cannot find anywhere else.

These four formats have one thing in common: they are equally useful to both human visitors and Google. They are not “for AI”; they fill gaps that most small business websites have left unfilled.

The Decision Rule

LocationDecision
An existing page already answers the question, but it isn't citedRewrite this page; do not create anything new
The question keeps coming up in the help sections, and there's no page on the site that answers itCreate a page that appears in the navigation menu and is written for all three audiences
Two closely aligned groups are at odds over the same issueMerge, redirect the weaker one
AI systems make mistakes about the company (prices, offers, location)Create or expand the facts page; correct third-party sources
Want to publish an llms.txt file or a feed "for AI"?Possible, no cost, but no major search engine has confirmed that it will use it in 2026; do not devote editorial time to it

How this changes the way content is organized

Rather than setting up a separate GEO project, incorporate three best practices into the existing editorial process: each content brief should list the conversational questions the page needs to address (method described in Include the GEO in a content brief), every published page is tested in two AI engines over a four-week period, and each quarter, the ten most-visited pages are reviewed using the criteria above. The marginal cost is low; the effect on citations is measurable within a quarter for niche search queries.

Tip: Before creating a new page, use Search Console to find question-based search queries for which an existing page already ranks between positions 4 and 20. Rewriting that page to appear at the top of the search results yields results faster than creating new content—and without the risk of duplicate content.

How GreenRed Can Help You

Instead of juggling multiple tools, the GEO module from GreenRed brings these metrics together in a single dashboard, compares them over time, and shows you which actions to prioritize. You can try it for free—no credit card required—on the page Rates.

Frequently Asked Questions

Is an “AI summary” at the top of each page useful?

A 50- to 80-word summary that answers the question posed in the title is useful to everyone: readers in a hurry, Google snippets, and AI engines. This isn’t about specific content but rather a best editorial practice. On the other hand, a block of text that is hidden or intended solely for robots is useless and may be considered hidden text.

Is it worth creating the llms.txt file?

It takes just a few minutes and does no harm, but none of the major models (OpenAI, Google, Perplexity, Anthropic) have confirmed that they will be using it in 2026, and server logs rarely show any activity. Create it if your CMS generates it automatically; never consider it a way to boost visibility.

Should there be a separate website or subdomain for AI content?

No. A separate site starts out with no authority, no links, and no history; it will neither be ranked nor cited. Visibility in AI search engines depends on pages that are already indexed and recognized. Focus your efforts on the main domain, its strategic pages, and third-party sources that mention you.

Do FAQ pages count as specific content?

An FAQ that answers real customer questions—with each answer ranging from 40 to 70 words and using appropriate markup—benefits visitors, Google, and AI systems. However, it becomes counterproductive if it’s mass-produced to cover dozens of variations of the same question, resulting in thin, repetitive content.

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