
Google Says You Don't Need llms.txt. Here's the Catch.
Google says llms.txt is unnecessary. Chrome Lighthouse audits it anyway. We fact-checked five studies on what llms.txt really does for AI visibility in 2026.
Also known as: GEO, AI Search Optimization
Framework for optimizing content to be cited by AI search engines (ChatGPT, Perplexity, Claude). Covers entity authority, structured data, llms.txt, speakable schema, AEO formatting (StatBlocks, KeyTakeaways), and citation patterns across generative engines.
Canonical resource
/blogs/geo-playbook-get-cited-chatgpt-perplexity-claudeGemini 2.5 Made YouTube AI-Readable. Most Brands Haven't Caught Up.
Gemini 2.5 reads YouTube video natively, not just transcripts. The category for auditing YouTube AI visibility barely exists. Here is the 3-layer stack, the honest data, and what to do before competitors notice.
May 15, 2026
How We Optimized 21 Posts for AI Citation in One Session
We retrofitted 21 blog posts with AEO formatting, speakable schema, and entity-linked structured data. Here is exactly what we changed and why.
Mar 27, 2026
We Built a Platform to Run Our AI Search Playbook in 60 Seconds
Radar by Pixelmojo runs 12 AI visibility tools in parallel, generates cross-tool insights, and produces AI-ready implementation prompts you paste into Claude, ChatGPT, or Cursor to fix every issue.
Mar 17, 2026
The AI Discoverability Stack: How We Got AI Search Engines to Cite Us
We built 4 features that turn a website from a scraped source into a primary citation target for AI search engines. Here is the exact implementation.
Mar 4, 2026
10 Free AI Visibility Tools to Test Your Site (2026)
Check how ChatGPT, Perplexity, and Claude see your website. 10 free tools: bot access checker, robots.txt analyzer, citation tracker, Reddit monitor, YouTube monitor, llms.txt validator, llms.txt generator, AI readiness scorer, AEO page auditor, and answer engine citation tester.
Feb 27, 2026
How We Built a Knowledge Graph That LLMs Actually Cite (With Real Data)
We built a cross-site knowledge graph connecting two domains via JSON-LD entity linking. Here is the architecture, the code patterns, and the real analytics from the first week.
Feb 25, 2026
How to Get Cited by ChatGPT, Perplexity, Claude & Gemini (2026)
We followed the Princeton GEO study and got cited by ChatGPT, Perplexity, and Claude within weeks. Here are the 7 exact steps, with before/after data.
Feb 17, 2026
Your Google Traffic Dropped 33%. Here's Where It Went.
Google traffic to publishers dropped 33% in 2025 while AI search referrals grew 1200%. The data on where your traffic went, why AI visitors convert 5x better, and how to capture both channels.
Feb 17, 2026
Your llms.txt Is Already Stale. Here's How to Fix It.
Static llms.txt files go stale the moment you publish new content. This guide covers what llms.txt actually does, why 844K sites got it wrong, and how to build a dynamic version in Next.js.
Feb 17, 2026
We Optimized for AI Search. Here's What Changed.
We implemented every GEO tactic from our own playbook. Here is exactly what we built, what we changed, and what we learned about optimizing a real site for AI search citations.
Feb 17, 2026
SEO vs GEO vs AEO: The Only Guide That Actually Makes Sense
SEO, GEO, and AEO are not the same thing. This guide explains what each one actually means, how AI platforms decide what to cite, and which strategy your business needs first.
Feb 17, 2026
How to Build a Brand That AI Search Engines Cite
5 branding strategies optimized for ChatGPT, Perplexity, and AI Overviews. Build a brand AI search engines actually cite and recommend.
Feb 13, 2026
AI-Native Agency vs Traditional: 60-80% Less, 3-10x Faster (2026)
Real cost and speed data comparing AI-native agencies to traditional firms. Pricing models, delivery timelines, and why 60% of digital work is shifting to AI-powered teams.
Sep 28, 2025
What is Generative Engine Optimization (GEO)?
Generative Engine Optimization (GEO) is the practice of structuring web content so AI search engines like ChatGPT, Claude, Perplexity, and Gemini cite it in their responses. Unlike SEO which optimizes for keyword rankings, GEO optimizes for entity recognition, structured data, and citation probability.
What is Answer Engine Optimization (AEO)?
Answer Engine Optimization (AEO) is the practice of structuring web content so AI engines can extract and cite it as a complete answer. AEO focuses on extraction-friendly formatting: BLUF paragraphs, FAQPage schema, HTML comparison tables, and speakable schema.
AEO vs GEO vs SEO: which one matters in 2026?
All three matter, but for different buyer behaviors. SEO captures Google search traffic. GEO builds entity authority that AI engines cite. AEO formats content for extraction by AI answer engines. B2B SaaS teams need all three; consumer brands prioritize SEO; emerging AI-native teams prioritize GEO + AEO.
How do I get cited by Perplexity?
Perplexity cites sources it crawls + ranks for the live query. To get cited: allow PerplexityBot in robots.txt, ship answer-first content (FAQPage schema, BLUF paragraphs), and acquire citations from high-authority domains Perplexity already ranks.
Why is not ChatGPT citing my B2B SaaS?
ChatGPT cites sites it treats as authoritative for a query. Most B2B SaaS sites lack three specific signals: structured data declaring entity identity, an llms.txt file, and citations from domains ChatGPT already trusts.
Why does Perplexity cite my competitor instead of me?
Perplexity ranks sources per-query by domain authority, content relevance, and recency. If your competitor is cited and you are not, they typically beat you on one of three signals: answer-first content structure, citation accumulation from high-trust domains, or recency of updates on the relevant page.
Want to implement generative engine optimization in your product?
Talk to our teamOur most-cited deep dives on AI search visibility, plus what we shipped this month.

Google says llms.txt is unnecessary. Chrome Lighthouse audits it anyway. We fact-checked five studies on what llms.txt really does for AI visibility in 2026.

Reddit is the most-cited source in AI answers. The Reddit Brand Monitor finds what is said about your brand there, scores it, and flags AI-generated seeded posts.

The YouTube Brand Monitor tracks what is said about your brand on YouTube, scores it on five dimensions, and reads the actual transcripts so you see the coverage AI already hears.