9.3%
AI Mode Cut 70% of Its Sources. Here's What It Kept.
Maeva Cifuentes, The Search Spot (Scrunch data)
What it meansCitations can disappear overnight. Check your AI visibility each month, not once.
Applied AI search research
We study how AI answer engines find, trust and cite brands. We track the AI models behind them. Then we turn each finding into strategy, free tools and tactics that you can use.
Free tool · About 20 seconds
Enter your website address. We scan your home page with 37 checks and show if AI answer engines can find, read and cite it.
We read only public pages: your home page, robots.txt, sitemap and llms.txt. Your score is free. You do not need to give an email.
LLM research
Each week we read new studies on AI search and AI models. Each finding links to its source and tells you what it means for your brand.
9.3%
Maeva Cifuentes, The Search Spot (Scrunch data)
What it meansCitations can disappear overnight. Check your AI visibility each month, not once.
88%
Semrush, reported by Search Engine Land
What it meansPeople who are ready to buy now see an AI answer first. Your business must be in that answer.
0.62%
Marie Haynes, reported by Search Engine Land
What it meansGoogle's AI features still send most visits. ChatGPT sends few visitors, but they convert well.
31,200 answers
Mahe Chen and Nick Koudas (arXiv)
What it meansAI answers change by location. Test your visibility from your customers' city.
45%
of US consumers used ChatGPT or other AI tools for local business recommendations in 2026. One year before, the number was 6%.
Source: BrightLocal, Local Consumer Review Survey 2026, 1,002 US adults
88%
of 400 commercial keywords in banking, ecommerce and software showed a Google AI Overview in August 2026. In September 2025, the number was 45.75%.
Source: Semrush, reported by Search Engine Land, October 22, 2026, US desktop
When an AI tool gives one answer, it does not show a list of links. If the answer does not name you, people do not see you.
Why it matters
AI search visibility is how often AI tools name and cite your brand. Here is what higher visibility gives you, with the research for each point.
AI summaries answer the question on the results page, so fewer people click a link. A brand that the answer names still gets seen.
Pew Research Center, July 22, 2025: people clicked a link on 8% of visits with an AI summary, and on 15% without one. 900 US adults.
AI answers cite company websites more than other sources. Clear facts on your own site shape what the answer says about you.
Kumar, arXiv, June 18, 2026: about 78% of citations in more than 100,000 AI answers went to company websites.
Niche brands start far behind global brands in AI answers. Each correct fact that you publish gives AI tools a reason to include you.
Same study: global brands appeared in 73% of answers, regional brands in 44%, and niche brands in 11%.
Headings, short sections and clear lists help AI engines lift your content. You can change the structure of your pages without new content.
Yu, Yang, Ding and Sato, arXiv, March 31, 2026: structure changes alone raised the citation rate by 17.3% across six AI engines.
AI answers change with the location of the person who asks. A local brand must check its visibility from the city of its customers.
Chen and Koudas, arXiv, October 16, 2026: 31,200 answers. ChatGPT changed its sources and recommended businesses by the city that the person gave.
AI citations change from month to month. A visibility baseline shows the citations that you win and the citations that you lose.
The Search Spot with Scrunch data, October 23, 2026: only 9.3% of pages that Google AI Mode cited in the summer kept the citation. 8 B2B software brands, 407 prompts.
How the lab works
We work at three levels. The research tells us what changes in AI search. The strategy tells you what to do first. The tactics let you do it today.
LLM Watch follows the AI companies, their models, benchmarks and prices. We summarize each new study on AI search in plain words, with a link to the source.
Our playbooks show which work to do first, who does it and how to measure it. One is for marketing teams. One is for local business owners.
Each tool tests one tactic from the research. Run a tool on your own site, and you get a list of fixes in minutes.
Free tools from the lab
Free tool
AI Visibility Score
About 20 seconds
Free tool
AI Query Fan-out
About 1 minute per map
Free tool
AI Search Visibility Audit
About 12 minutes
Free tool
Schema Generator
One page at a time
Free tool
A/GEO Schema Manager for WordPress
WordPress plugin
Free tool
PDF to Flipbook Maker
Runs in your browser
Our site is plain HTML on Cloudflare, with no CMS. This post explains why, what it solves, how the AI Visibility Score works and how the A/GEO Answers chat keeps to public facts.
AI visibilityTen scheduled tasks in Claude that track your AI citations, find the gaps and draft the fixes. Every prompt is here, ready to copy, with the setup and the limits.
AI visibilityAI tools quote the passages that answer a question clearly and early. This is the four-part format we use for every post, the data behind it, and a template you can copy.
Professional services
Our services put the research to work on your website. We start with AI visibility, because it uses the site that you have now. Then you can add more work when you are ready.
Do you serve clients of your own? See the partner program.
One time
We add schema and a FAQ section to your home page, so AI tools read your facts correctly. A person reviews the work, and we install it.
Fix my home page for $249$5,000 per month · Only 3 clients
A senior marketer joins your team each month. We plan and run your AI visibility, create content that gets cited, and report your citation rate.
See what is includedDo you have a different question? Ask us.
A/GEO Research is an applied research lab for AI search visibility. We study how AI answer engines find, trust and cite brands. We also track the AI models behind those engines. We publish what we learn as free tools, playbooks and insights.
AI search visibility is how often AI tools name and cite your brand when people ask them for help. These tools include ChatGPT, Google Gemini, Perplexity, Microsoft Copilot and Google AI Overviews. High visibility means more people hear your name before they search for it.
We study three areas. The first is how AI answer engines pick and cite sources. The second is the AI models behind those engines, with their benchmarks and prices. The third is the tactics that change what AI answers say about a brand.
We read published studies, papers and data from AI companies and research teams. Each finding on our site links to its source and gives its date and sample. We also test tactics on our own website and tools, and we publish the results.
Answer engine optimization (AEO) is work that makes your content easy for answer tools to read and quote. It includes clear question and answer content, structured data, and correct business facts. Answer tools include voice assistants, featured snippets and AI chat tools.
Generative engine optimization (GEO) is work that makes AI tools like ChatGPT and Gemini mention and recommend your brand. It focuses on the sources these tools read, such as your website, reviews, listings and articles about you.
Search engine optimization (SEO) helps your pages rank in a list of links. AI search visibility helps AI tools pick your brand and name it in one answer. The two use the same base: a fast site, clear content and trusted mentions.
Yes. Link to the page that has the finding, and name A/GEO Research as the source. When we summarize a study by another team, credit that team too. Our llms.txt file lists our main pages for AI tools.
Yes. Our professional services apply the research to your website. Start with the $249 Starter Package for your home page. For ongoing work, hire a fractional AI Search & Content Growth Marketer for $5,000 per month.
Yes. Donors, volunteers and program clients also ask AI tools for help. Our research and tools apply to nonprofits too, and our services can make sure AI tools describe your mission and programs correctly.
We ask leading AI answer engines the questions your customers ask. Then we show you who they name, and what to fix first. The check is free.