Research, guides, and thinking on AI-citable content.
Playbooks and research for website and SaaS owners on citation readiness, page structure, and the on-page changes that determine whether AI search tools cite your page — or skip it.
Profound alternative for SaaS founders and website owners
Profound raised $96M at a $1B valuation in Feb 2026 — it's built for the Fortune 500. Here's what to use if you run a SaaS, indie site, or agency and want AI to cite your pages.
Citegrade vs Peec AI: editor vs monitor for AI search visibility
Peec AI tells you if you're cited. Citegrade tells you which paragraph to rewrite to change the answer. Pricing, features, and which to pick for SaaS, agencies, and indie brands.
How to check if ChatGPT cites your website
5 ways to check if ChatGPT, Perplexity, and other AI models cite your website — from manual testing to automated tools. Includes what to do when you're not cited.
What is llms.txt? An optional proposal explained
How the proposed format works, its current limitations, and why Google does not require or use it for AI search features.
GEO vs AEO vs SEO: what's the difference in 2026
Three optimization disciplines for three different ways people find content. Definitions, ranking factors, and how to optimize for all three.
9 AI visibility and citation tools compared for 2026
Compare tools for content optimization, AI visibility tracking, and citation readiness, including Citegrade, Semrush, Frase, Surfer, and Otterly.
How to get your website cited by ChatGPT
Eight on-page improvements that can make content clearer to readers and retrieval systems, including direct answers, attribution, and structure.
7 editorial changes that turn SEO content into AEO content
Seven practical edits for clearer, more extractable content, informed by published third-party citation research.
LLM-friendly content formats: what ChatGPT, Perplexity & Gemini cite
A practical interpretation of third-party citation studies covering tables, FAQs, lists, original data, definitions, and step-by-step guides.
How to get featured in Google AI Overviews (2026)
A practical workflow for finding AI Overview opportunities, improving useful content, and measuring visibility without promised outcomes.
How to track AI search visibility: 5 metrics that matter
A practical guide to measuring your brand's visibility in ChatGPT, Perplexity, Google AI Overviews, and Gemini — and what to do with the data.
Why Google rankings don't mean AI citations
Ranking and citing are fundamentally different. We break down the structural and semantic reasons LLMs skip high-ranking pages — and what to change.
How to make your content citable by AI
Step-by-step: how to audit a page, identify semantic gaps, and rewrite for extractability — with before and after examples.
Citegrade vs AI SEO dashboards: editor vs monitor
Most AI SEO products are dashboards that monitor visibility. Citegrade is a tool that fixes the page. Here's a comparison across 10 dimensions.
An illustrative SaaS AI citation workflow
A clearly labeled fictional scenario showing how a small SaaS team could audit pages, prioritize rewrites, and measure outcomes.
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