Insights

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.

ComparisonsApr 19, 2026

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.

Laxman Shah·8 min read
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ComparisonsApr 19, 2026

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.

Laxman Shah·7 min read
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GuidesApr 15, 2026

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.

Laxman Shah·9 min read
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GuidesApr 15, 2026

What is llms.txt? The complete 2026 guide

The emerging standard that helps AI models understand your website. Spec, examples, and whether it's worth implementing right now.

Laxman Shah·8 min read
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ResearchApr 15, 2026

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.

Laxman Shah·7 min read
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GuidesMar 26, 2026

9 best AI SEO tools in 2026: tested and ranked

We tested 9 AI SEO tools across content optimization, AI visibility tracking, and citation readiness. Here's how Citegrade, Semrush, Frase, Surfer, Otterly, and others compare.

Laxman Shah·12 min read
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GuidesMar 26, 2026

How to get your website cited by ChatGPT

The 8 on-page changes that make ChatGPT cite your pages — answer capsules, fact density, schema, source attribution. For website and SaaS owners.

Laxman Shah·10 min read
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7 editorial changes that turn SEO content into AEO content
ResearchMar 18, 2026

7 editorial changes that turn SEO content into AEO content

The 7 specific editorial changes that make existing SEO content win Answer Engine Optimization (AEO) — backed by citation data from 23,000+ AI responses.

Sagar Shahi·11 min read
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LLM-friendly content formats: what ChatGPT, Perplexity & Gemini cite
ResearchMar 18, 2026

LLM-friendly content formats: what ChatGPT, Perplexity & Gemini cite

We analyzed 23,000+ AI citations. Tables win 2.5x. FAQs appear on 47% of cited pages. Lists on 64%. The 6 formats that drive LLM citations — and how to apply each.

Sagar Shahi·9 min read
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How to get featured in Google AI Overviews (2026)
GuidesMar 18, 2026

How to get featured in Google AI Overviews (2026)

Google AI Overviews now trigger on 48% of searches, up 58% YoY. 76% of AIO citations come from pages in the top 10. Here's the editorial playbook.

Sagar Shahi·10 min read
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How to track AI search visibility: 5 metrics that matter
GuidesMar 18, 2026

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.

Sam G·8 min read
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Why Google rankings don't mean AI citations
ResearchMar 10, 2026

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.

Sam G·8 min read
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How to make your content citable by AI
GuidesFeb 26, 2026

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.

Mahesh Panta·10 min read
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Citegrade vs AI SEO dashboards: editor vs monitor
ComparisonsFeb 18, 2026

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.

Mahesh Panta·6 min read
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We helped a SaaS team 3x their AI citations in 60 days
Case StudiesFeb 5, 2026

We helped a SaaS team 3x their AI citations in 60 days

A team running 40+ pages through Citegrade's audit workflow shares their process, results, and the specific fixes that made the biggest difference.

Laxman Shah·9 min read
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Topics we cover

What we write about — and why it matters for your pages.

searchAI Search
account_treeContent Structure
verifiedCitation Readiness
swap_horizGEO / SEO Shifts
edit_noteProduct Notes