The AI Search / GEO Blueprint

The challenge with AI visibility? Knowing where to start.

Most brands know they need to show up in Search and AI answers. What they often do not know is which condition is holding them back: whether the right source can be found, the brand can be understood, its claims can be corroborated, it can be included in the answer, or AI recommends it over the alternatives.

This Generative Engine Optimization (GEO) framework turns those gaps into five diagnostic questions. The stages often build on one another, but you may need to work on several at the same time.

The AI Search / GEO Blueprint
StageQuestion it answers
GET FOUNDCan AI find the right source about you?
GET UNDERSTOODCan AI tell who you are and what you do?
GET CORROBORATEDIs the claim supported beyond the brand?
GET SELECTEDDoes AI include you in the answer?
GET PREFERREDDoes AI choose you over the alternatives?

I first shared an earlier version of this framework on LinkedIn on March 27, 2026.

GET FOUND

Can AI find the right source about you?

Technical Access

Technical SEO is the floor

Technical SEO provides the common starting point: a stable public page whose important content can be reached and processed. That foundation still does most of the technical work for both Search and AI.

The genuinely different part of technical GEO is purpose-specific access. Search, training, and user-requested visits can use different crawlers and controls, so the right path needs to stay open for the outcome you want.

Common myth

Myth: An llms.txt file and more schema are required for AI visibility.

Correction: llms.txt is a voluntary proposal that can help compatible agents navigate a site, not a universal ranking or citation control.

Correction: Schema is established structured data used to describe facts already visible on the page and support eligible Search features, not a new AI-specific layer.

Look for
  • Priority pages are public, return a stable HTTP 200, and load for the target crawlers
  • The main answer is in the initial HTML or appears when the crawler renders JavaScript. It is available without a click and can be read as text
  • robots.txt, login walls, WAF/CDN settings, and server errors do not block access. noindex and canonical tags match the page’s role
  • Crawlable internal links and the sitemap lead to every important page
Start here
  • List the pages that answer your most important buyer questions
  • Compare the initial HTML with the rendered page. If critical content depends on client-side JavaScript, use SSR, SSG, or another pre-rendering approach
  • For each target system, check access, indexing signals, crawler controls, and internal links. Fix unintended blocks or gaps
  • Retest the page, then save the result, owner, and next fix

GET UNDERSTOOD

Can AI tell who you are and what you do?

Semantic Clarity

Make your brand clear

AI builds a picture of your brand from facts across your site and profiles. Keep names, offers, audiences, and locations consistent enough that those sources point to the same subject.

Make the relationships explicit: who created the product, who provides the service, and which results belong to each offer. “Acme Labs makes Acme Audit and provides implementation services” is one clear example.

Building a first-party hub is mostly clear web taxonomy, on-page SEO and clear writing. It connects a pillar page, focused cluster pages, and a glossary with clear copy and descriptive links.

Those pages should be easy to quote, so readers can identify each page’s subject, role, and relationship to nearby pages.

Structured data can reinforce those visible relationships, but it cannot replace them.

Look for
  • Names, offers, audiences, and locations remain consistent across pages and profiles
  • Each priority page uses its title, H1, opening copy, and headings to identify its subject, audience, and primary topic
  • When a topic spans multiple pages, a content hub maps it to focused pages with descriptive internal links
  • Long pages use self-contained sections that keep the subject, question, and key limits visible
  • Relationships are explicit in copy, links, and structured data, and similar names include a category, location, or other identifier
Start here
  • Create one reference for official names, offers, audiences, locations, aliases, and relationships
  • Audit each priority page’s title, H1, opening copy, headings, and primary topic; fix unclear subjects
  • Map each broad topic to focused pages, add descriptive links, and split long pages into self-contained sections
  • Align visible copy, links, and structured data, adding context or identifiers where names could be confused

GET CORROBORATED

Is the claim supported beyond the brand?

External Validation

Your claims need evidence

A brand can describe what it does. Customers, experts, journalists, creators, and communities make the case stronger when they add firsthand experience, data, or reporting.

The right source depends on the claim. A customer can show the time saved and how it was measured. A creator video can show a product in use. A forum can reveal recurring experiences. Reporting can confirm facts it checked.

The channel also changes with the business. Local reviews and community conversations may matter most for a neighborhood shop. A B2B company may need client results and respected practitioners who understand the work.

Look for
  • Each important claim has support from someone outside the brand
  • The source has firsthand experience, data, or reporting behind what it says
  • The support appears where buyers actually look, such as reviews, social media, video, forums, trade media, or expert communities
  • The evidence covers the full claim, including who it applies to and when
  • Conflicts and missing support are easy to see
Start here
  • List the claims buyers need to believe before they choose you
  • Match each claim with the people and channels that can honestly support it
  • Give customers, creators, communities, and journalists something real to experience or examine: the product, the work, or the evidence behind the claim
  • Compare what they say with the claim, then narrow or correct anything the evidence does not support

GET SELECTED

Does AI include you in the answer?

Answer Inclusion

Answer the buyer’s question

The question shapes which brands belong in the answer. Broad category questions, local questions, and questions with a specific constraint can produce different sets of options.

An answer may draw from training data, a web search at the time of the question, or both. The platform, market, language, date, and visible sources give context to the result you are measuring.

For example, an answer may cite your guide to define a term while recommending three other brands. The source was used, but your brand was not included.

Look for
  • The brand is named in the answer, not only in a citation
  • Its role is clear: main option, example, or passing mention
  • The description of the brand and its supporting evidence is accurate
  • The same question produces similar results across repeat runs
Start here
  • Choose a small set of real buyer questions, keep the wording fixed, and run each question more than once
  • Save each full answer with the platform or AI feature, market, language, date, and whether web search was shown
  • Track brand appearance, its role in the answer, and citations as separate fields
  • For each miss, check whether the cause is access, identity, outside support, or missing context for that question

GET PREFERRED

Does AI choose you over the alternatives?

Comparative Choice

Give AI a reason

A mention gets the brand into the answer. A recommendation explains why it is the better fit for a stated need.

The comparison should use criteria tied to the question and evidence that supports them. The best option for speed may differ from the best option for control.

“Acme is best for teams that need tighter control because…” is a recommendation. “Here are five options” is still a shortlist.

Look for
  • AI clearly chooses the brand or calls it the best fit for a stated need
  • The comparison uses criteria that matter to the question
  • The reason is backed by evidence and separates the brand from the alternatives
  • Trade-offs are clear, including when another option would fit better
  • The choice repeats across identical runs, with any variation recorded
Start here
  • Start with a question where the brand and its alternatives already appear
  • Ask AI to choose for one real need, then save the winner, reason, trade-offs, and sources
  • Repeat the same comparison before changing one condition at a time
  • Review why competitors win. Check whether the difference is real, outdated, or unsupported before changing the product, proof, or buyer experience
Measurement

Measure each stage

Use the same set each time you measure.

GET FOUND
  • Crawl
  • Render
  • Index
  • Retrieval
Priority URLs target systems can access and read (%)
GET UNDERSTOOD
  • Entity
  • Topic architecture
  • On-page signals
  • Relationships
Test answers with correct brand facts and relationships (%)
GET CORROBORATED
  • Reviews
  • PR
  • Research
  • References
  • Third-party evidence
Priority claims backed by relevant independent sources (%)
GET SELECTED
  • Answerability
  • Extractability
  • Relevance
  • Citation-worthiness
Fixed prompts that include the brand in the answer (%)
GET PREFERRED
  • Reputation
  • Positioning
  • Product
  • Price
  • Experience
Comparison prompts where AI chooses the brand and gives a reason (%)
Measured

Mention · Citation · Accuracy · Recommendation · Competitor share · Business outcome

Priority list

What to work on first

Start with the pages you control. Then follow the outside sources that appear in the answer, repeat across results, or matter to the buyer question.

What to work on first
SourceWhat to checkNext move
Owned pagesYour site, documentation, product or service pages, case studies, pricing, and brand profiles. Look for missing facts, weak proof, and outdated claims.Fix these first because you control them. Add current facts, useful comparisons, proof, and clear links between related pages.
Competitor pagesAlternatives and versus pages that include, omit, or frame your brand.Use them to find information gaps and comparison criteria. Publish factual comparisons on your own site and correct clear errors when outreach is possible.
Editorial and industry sourcesNews coverage, trade publications, analyst reports, and expert articles. Look for old descriptions, missing context, and claims that need stronger support.Give relevant publishers accurate updates, fresh data, and expert input. Build new coverage when the story is genuinely useful.
ReviewsReview platforms and app marketplaces. Look for strengths, objections, and problems that customers mention repeatedly.Keep profiles accurate, invite real customers to leave honest reviews, respond to recurring issues, and fix what the feedback reveals.
Social and videoBrand posts, creator reviews, demos, and podcasts. Note who is speaking and whether they add firsthand experience.Keep brand profiles current, publish useful demonstrations, and give relevant creators accurate information and product access without scripting their conclusion.
Communities and forumsReddit, Stack Overflow, niche groups, and Q&A sites. Look for recurring questions, experiences, and factual errors.Answer when you can genuinely help, link to official information when useful, and fix the product or content issues behind recurring complaints.
Hypothetical example

One question, five different problems

The prompt

“What are the best running shoes for marathon training?”

  1. GET FOUND

    Relevant Nike pages cannot reliably be reached or read.

    InvestigateAccess, rendering, indexing signals, and internal discovery

  2. GET UNDERSTOOD

    Pages are available, but links between Nike, specific models, and marathon training are unclear.

    InvestigateEntity facts, information architecture, and product relationships

  3. GET CORROBORATED

    Nike makes relevant claims, but independent sources do not adequately support them.

    InvestigateIndependent testing, reviews, communities, and expert evidence

  4. GET SELECTED

    Nike is understood and supported, but competing brands appear and Nike does not.

    InvestigateQuestion relevance, answer inclusion, and evidence alignment

  5. GET PREFERRED

    Nike appears, but another brand is explicitly recommended as the better fit, with a reason.

    InvestigateDifferentiation, decision criteria, and trade-offs

The framework tells you which problem to solve before you choose the fix.

Framework FAQ

Does GEO replace SEO?

SEO still handles much of the foundation: access, discovery, page clarity, and authority. This framework adds direct testing of AI answers: whether the brand appears, how it is described, and whether it is chosen for a specific need.

Do the five stages have to be completed in order?

Use the order to diagnose the problem, not as a rigid project plan. Start with the earliest gap you can see for the page, claim, or buyer question you are testing. Related work can still run in parallel.

Does this framework only cover the website?

The website is the main source you control, but it is not the whole picture. Profiles, reviews, social posts, videos, forums, product listings, and reporting can all help AI identify, verify, and compare the brand.

Who should own this work?

Give one person responsibility for the whole program, then bring in the teams that can fix each gap: SEO and engineering for access, brand and content for clarity, communications for outside coverage and feedback, and product or service owners for the differences buyers care about.

What should I measure?

Keep three outcomes separate: the brand is cited, included in the answer, or recommended. Save the question, full answer, platform, market, language, date, visible sources, and repeat runs.

Do all five stages guarantee a citation or recommendation?

No. AI may still choose a different source or brand. The framework helps you see the gap, improve what you can control, and check what changes when you test again.

Find the stage holding your brand back