The Visibility Report #7

Week of March 9, 2026

Google's AI Mode is citing Google more than any other site -- nearly one in five sources now come from Google itself. Plus: GPT-5.4 citation rates jump 7x, a roofer gets cited by Claude in under a week, and HBR says LLMs are overtaking search.

🔥 Google AI Mode Cites Itself Most

New research shows Google's AI answers are citing Google properties nearly 20% of the time -- more than any other source. Many of these citations lead users back to more Google Search results rather than original sources. So the world's biggest search engine is now using AI to send people back to... more search results.

Why it matters: If Google is consuming 20% of its own AI citations, the remaining 80% is the actual playing field. Earning a spot there requires structured, authoritative content -- not just ranking well in traditional results.

🔗 Full study at Search Engine Land​

📊 AI Visibility Research

ChatGPT Citation Rates Jump 7x in GPT-5.4

WriteSonic's data shows GPT-5.4 cites brand websites 56% of the time, compared to just 8% for GPT-5.3. Model updates are reshaping who gets cited overnight.

38% of AI Overview Citations Pull From Top 10 Pages

Ahrefs updated their 1.9M citation study. Traditional rankings still matter for AI visibility -- but the other 62% comes from everywhere else.

Citation Rate Benchmarks From Over 1 Million AI Citations

Peec AI analyzed what "good" looks like for AI citation rates. Finally, a benchmark to measure against instead of guessing.

ChatGPT Fan-Outs Have Doubled in Length in 4 Months

Peec AI's analysis of 20M search queries shows ChatGPT is generating significantly more sub-queries per prompt. More fan-out = more citation opportunities, but also more competition per answer.

We Tracked 2 Million ChatGPT Prompts. Shopping Showed Up Less Than 10%.

Profound's massive prompt analysis reveals what people actually ask ChatGPT about. Shopping is still a tiny slice of AI usage despite all the "agentic commerce" hype.

Search Happens Everywhere: 41 Websites With Significant Search Activity

SparkToro found search behavior extends far beyond Google and AI tools. Instagram, YouTube, Amazon, and other platforms are primary search destinations now.

💡 Strategy & Frameworks

LLMs Are Overtaking Search (HBR)

Harvard Business Review weighs in: AI is reshaping search in two ways that reduce friction for consumers but increase it for businesses. When HBR publishes on your discipline, you know it's mainstream.

I Invented a Fake Word to Prove You Can Influence AI Search Answers

LLMrefs ran a controlled experiment showing how content creation directly shapes what LLMs say. If a made-up word can get into AI answers, imagine what deliberate optimization can do.

What Is Query Fan-Out?

Ahrefs explains the sub-query mechanism behind AI search. Understanding fan-out is key to understanding why some content gets cited and some doesn't.

The ROI of AEO (and How to Prove It)

Scrunch breaks down how to measure and justify the return on answer engine optimization. If you're trying to get budget for GEO/AEO, this is your ammo.

How Structured Data Supports Local Visibility Across Google and AI

Schema markup isn't just for rich snippets anymore -- it's how you feed AI systems the structured signals they need to cite local businesses.

🏢 Agency & Industry

@boringlocalseo Is Running the AI Citation Playbook on X

This account has been posting a series of case studies showing how structured content earns AI citations within days -- not months. The pattern: market reports, comparison guides, and case studies written in an expert-framed format consistently trigger recommendations across Claude, ChatGPT, Perplexity, and Google AIO.

AI Search KPIs: Why Traffic No Longer Tells the Full Story

​Traditional traffic metrics miss AI answer visibility and brand mentions. Time to update the dashboard. (Search Influence)

Will Scott Shares Higher Education AI Search Research

​New data on how students use AI tools for college research, published in Search Engine Land. (Search Influence)

Wikipedia vs Grokipedia

Ahrefs' analysis of whether Grok's Wikipedia clone is serious competition. Spoiler: not yet, but the citations data is interesting for anyone thinking about how AI systems choose authoritative sources.

📝 From the Tool Blogs

• Semrush: Track Your Google AI Mode Visibility​
• Semrush: Agentic Commerce Is Here​
• Peec AI: Self-Promotional Listicles Analysis -- 232K citations
• Peec AI: ChatGPT Searches in English, Even When You Don't​
• Scrunch: What Actually Works for AI Search Optimization​
• AirOps: Introducing AirOps Offsite​
• RankZero: Apple AI Search in Safari Is Your Wake Up Call​
• BrightEdge: Introducing AI Catalyst​
• Profound: How ChatGPT Cites Social Media​
• SparkToro: Audience Search vs AI Tool Usage​

🔮 What to Watch

1. Google's self-citation rate in AI Mode. At 20% and climbing, watch whether third-party publishers push back or Google adjusts. This metric could define the AI search antitrust conversation in 2026.
2. GPT model updates reshaping citation patterns. The 8% to 56% brand citation jump between GPT-5.3 and 5.4 shows how volatile AI visibility is. Every model update is a potential reset button -- are you monitoring across versions?
3. Structured content as AI citation bait. @boringlocalseo's case studies prove the playbook works at the local level. Expect agencies to productize "AI citation content packages" by Q3. The question is whether it scales or becomes the next link scheme.

The Visibility Report #7 | Will Scott
This newsletter is produced collaboratively by Will Scott and Bob, an AI agent. Human oversight, AI efficiency.