The AI Search Manual

CHAPTER 11

Content Engineering for LLM-Centric Discovery (GEO Content Production)

Audience needs remain the same in the age of AI Search: well-written, engaging content that answers their questions and helps solve their problem will reign supreme.

Let’s discuss how we blend the age-old with the new age.

First Things First: Data-Backed Content Strategy

Great content begins with a solid foundation of strategy and ideation. What you create is a function of why–why is this topic important? What problem does it represent? How can we develop it so it meets the needs of users and search engines? 

That last question is where GEO Content Strategy and Production begins. Leveraging tools like Qforia you can build out a comprehensive Keyword Matrix with a full inventory of all related queries on a topic. This matrix serves as the foundation for what subjects and related queries are necessary to include in your content. Once you have this data, you can begin the content production process.

Qforia can also show you other related queries, what type of question the query is asking, and what type of content would be best to answer the query (table, interactive tool, guide, etc.). 

After this, it’s useful to explore the SERPs and LLM results to see what content is already out there or where there are gaps. Using the suggestions from Qforia, you can audit your current content and see what’s missing, what can be improved, or what can be pruned. Then you can go on to create an omnimedia content plan to ensure visibility everywhere online, not just the SERP, including LLMs, YouTube, Reddit, social media, and elsewhere. 

GEO Inclusion Checklist: The Overlap with Technical Accessibility and Content Relevance

As we’ve discussed, one of the most important steps toward visibility in AI Search is ensuring that your content is both accessible and relevant. If your content can’t be found, it won’t be surfaced, and that’s true whether the user is typing a query into Google Search or being served an AI-generated summary.

To accomplish this, make sure the following technical elements are in place:

  • Clean, semantic content: Use proper heading hierarchy (<h1>, <h2>, <h3>) and list elements (<ul>, <ol>) to make it easier to parse. 
  • Robots.txt that’s open to search and AI systems: Ensure important content sections aren’t being blocked, intentionally or unintentionally. Blocking AI-specific bots may limit your visibility in future generative applications.
  • XML and HTML sitemaps: XML sitemaps help search and AI crawlers find all indexable URLs, especially deeper pages. HTML sitemaps provide additional discoverability and internal link value.
  • No unnecessary files, like llms.txt: The industry is experimenting with AI-specific directives, but these are not standard or widely referenced by major systems. Focus instead on conventional best practices that make your site easily crawlable and understandable.
GEO inclusion checklist

There are also some content-focused recommendations

  • Clear topical focus: Stay centered on a specific theme or answer. Don’t overload pages with too many competing ideas.
  • Descriptive headings: Help the model understand context by making sure your headers accurately summarize the content below them.
  • Answer-like formatting: Use bulleted or numbered lists, short paragraphs, and direct answers to common questions to increase the chances of being used in AI-generated summaries.
  • Citations and signals of authority: Where possible, reference reputable sources, include proprietary data, and quote subject-matter experts, which will help content read as credible and verifiable.

It’s not all technical tips and tricks, though. The best way to ensure visibility in LLMs is to make content that resonates. In an era when the internet is overflowing with content, yours must be scroll-stopping.

The funnel as a flywheel

Add the R.E.A.L. tenets to your content strategy:

  • Resonant content that connects with the audience
  • Experiential content that’s interactive and engages users 
  • Actionable content that provides clear value
  • Leveraged content that’s repurposed and distributed strategically

Making your content technically accessible, semantically clear, and relevant gives you the best chance of being included in AI-generated answers.

GEO Content Production: Engineering Content for AI-Driven Search and Retrieval

Ensuring that your content is focused on the entity/topic you intend means including all of the necessary and related entities to strengthen its meaning. 

For example, if you were developing a piece of content on “Wi-Fi Service in Richmond,” there would be several entities to include in your content to improve its correlation with the main topic. Some of those entities might be: 

  • Geographical Entities 
    • Neighborhoods and Districts:
      • Carytown
      • Maymont Park
      • Shockoe Slip
      • Union Hill
    • Specific Locations:
      • Virginia Museum of Fine Arts
      • Main Street Station
      • Richmond Public Library
  • Organizational Entities: 
    • Internet Service Providers (ISPs): 
      • Xfinity (Comcast)
      • EarthLink
      • Verizon
      • Starlink
      • T-Mobile Home Internet
    • Public and Commercial:
      • Libraries
      • Universities and colleges
      • Cafes and restaurants
      • Retailers
      • Hotel chains
  • Technical and Conceptual Entities
    • Connection Types: 
      • Fiber internet
      • Cable internet
      • 5G home internet
      • DSL 
    • Related Concepts:
      • Download speeds
      • Customer service
      • Pricing and plans
      • Coverage areas

While not every one of these entities would make it into the “Wi-Fi Service in Richmond” context, it is helpful to understand all the types of information that are associated and correlated with the main topic.

Wi-Fi Service in Richmond, VA
  • Focus on information gain. To avoid being a copycat of the content that currently exists on the SERPs, publish the content that only you can publish:
    • Personal insights
    • Relevant stories and anecdotes
    • Original research
    • Expert opinions
    • Brand-generated content (videos, infographics, thought leadership)
  • Be specific and unique. LLMs seek salient, distinctive, non-generic content to surface in answers. Redundant or boilerplate content is more likely to be filtered out. 
  • Spread your message beyond your site. The retrieval layer behind LLMs favors content corroborated across multiple sources. Key facts and statements should appear not only on your site, but also across authoritative, independent domains. Leverage microsites, digital PR, and communities. 

Here’s a quick flowchart to assess your content before it goes live:

Content assessment flowchart

Remember the 3 Laws of AI Content

In summary, as you start exploring more ways to improve operational efficiency with AI-driven solutions, be sure to align yourself with the three laws of generative AI content: 

  1. Generative AI is not the end-all, be-all solution—it is not the replacement for a content strategy or your content team.
  2. Generative AI for content creation should be a force multiplier to improve workflow and augment strategy.
  3. You should consider generative AI content for awareness efforts, but continue to leverage subject matter experts for lower funnel content.

In the next chapter, we’ll go through how to measure the success of this content and what new measurement methods we can use. 

MORE CHAPTERS

APPENDICES

The appendix includes everything you need to operationalize the ideas in this manual, downloadable tools, reporting templates, and prompt recipes for GEO testing. You’ll also find a glossary that breaks down technical terms and concepts to keep your team aligned. Use this section as your implementation hub.

//.eBook

The AI Search Manual

The AI Search Manual is your operating manual for being seen in the next iteration of Organic Search where answers are generated, not linked.

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