AI Visibility
The core outcome: whether AI systems can understand, describe and surface a business.
Visible2 Knowledge Center
AI Visibility, GEO & AI SEO Resources
Evidence-led guides to being found, understood and recommended in AI search — with the difference between proven signals, useful hypotheses and industry folklore made explicit.
Structured data cannot rescue an identity that is unclear underneath it.
What should a business learn about AI visibility first?
Start with four questions: can AI crawlers access the business facts, can a system resolve the company as one entity, do independent sources corroborate the claims, and does the business actually appear when buyers ask relevant questions?
Those questions separate technical readiness from observed visibility. They also stop GEO and AI SEO becoming a collection of tactics without a measurable business outcome.
Core guides
Start with the category, then go deeper
AI Search Visibility
How eligibility, retrieval, confidence and selection work in AI-generated search.
AI Visibility Audit
What a credible audit should test, and what a checklist cannot prove.
ChatGPT Visibility
How to measure whether ChatGPT mentions and recommends a business.
AI SEO
How technical SEO, content, entities and off-site evidence support AI visibility.
Generative Engine Optimization (GEO)
What GEO means, what overlaps with SEO, and which tactics have evidence behind them.
Research & field notes
Latest AI visibility guides
Long-form articles are published as posts so they carry dates, authorship and revision history.
AI visibility case study: how RaceX moved from 63 to 94
A transparent remediation example from one of our own ventures, including what changed and what the score still did not prove.
23 August 2026
AI search citations: mentions, sources and recommendations are not the same thing
A cited page, a named brand and a recommended provider are three different outcomes. Measure them separately.
23 August 2026
Brand mentions and AI visibility: what the 75,000-brand data actually says
The correlation is strong, the caveat matters, and “mentions are the new backlinks” is still too simplistic.
23 August 2026
AI visibility vs GEO vs AEO: what the terms actually mean
GEO and AEO describe methods. AI visibility is the outcome you can actually measure.
23 August 2026
AI crawler access: robots.txt, OAI-SearchBot and JavaScript
Crawler access is an eligibility gate. Different assistants use different agents, and blocking one can have a different effect from blocking another.
23 August 2026
Entity SEO for AI search: clarity before cleverness
Structured data can make relationships explicit. It cannot manufacture authority or guarantee citations.
23 August 2026
How AI assistants choose which businesses to recommend
Think in four stages: eligibility, retrieval, confidence and selection — then measure the output.
23 August 2026
Does ChatGPT know my business? How to test it properly
Knowing your name and recommending you to a buyer are two different tests.
23 August 2026
AI visibility checker: what a good one should actually test
A score is only useful if you can see the evidence, the method and what the tool did not measure.
23 August 2026
How to improve AI visibility: the practical order
Five steps, in order: access, identity, useful answers, corroboration and repeated measurement.
23 August 2026
What is AI search visibility?
Whether AI assistants understand your business well enough to recommend it. It is not a ranking, and it works differently to search.
20 August 2026
AI trust signals, explained
Which signals are supported by evidence, which are repeated without any, and what actually moves the needle.
20 August 2026
Why your business is not visible to AI
A missing AI mention can come from crawlability, relevance, identity, external evidence or simple response variability. Check the causes in the right order.
20 August 2026
AI visibility and SEO: what actually differs, and what does not
The overlap is real and most of the industry overstates the difference. Here is the honest version.
20 August 2026
The ChatGPT answer you saw about your business was probably wrong
Not because ChatGPT is unreliable. Because you looked once.
20 August 2026
Visible2 Launches as Independent AI Visibility Consultancy
Visible2 has officially launched as an independent AI visibility consultancy, focused on helping businesses understand how modern AI systems interpret, trust, and recommend brands during AI-driven search and discovery. The launch marks a shift away from traditional SEO thinking toward a structural, trust-based approach designed for generative and conversational AI systems such as ChatGPT, Google…
28 January 2026
The AI Visibility Audit
Why Your Business is Invisible to ChatGPT (And How We Fix It) You’ve built a solid business. Your website looks great. Your reviews are glowing. So why does ChatGPT recommend your competitor instead of you? Here’s the uncomfortable truth: most businesses are completely invisible to AI. When someone asks ChatGPT, Perplexity, or Gemini for a…
22 January 2026
AI Search Replacing Ads: Why Paid Advertising Is Fading
Why AI Search is Replacing Ads Matters for Businesses AI search replacing ads is changing how businesses are discovered. Instead of clicking paid listings or sponsored posts, customers now ask AI who to trust, who to choose, and which businesses are worth considering. AI search changes that model completely. Instead of showing ads and links,…
22 January 2026
AI Search Optimization for B2B: From Invisible to Recommended
AI search optimization for B2B is changing how trust is built online. Instead of relying on ads, rankings, or outbound sales alone, B2B buyers now ask AI who to trust, which companies understand their problem, and who is worth considering. Not “hard to find.” Not “buried on page three.” Simply invisible. Research into how people…
22 January 2026
Replace Paid Ads With AI: How to Build Marketing That Compounds
Replace paid ads with AI and you stop resetting your marketing every month. Instead of paying repeatedly to stay visible, businesses can build demand that compounds as AI tools recommend trusted companies over time. Let’s talk about that uncomfortable feeling you get every time you check your ad spend. You know the one. You’ve dropped…
22 January 2026
What should I test before changing my site?
Run the free readiness scan first. If the foundations already pass, do not keep adding schema, files or pages simply because a checklist says more is better. Move to measured buyer-question testing instead.