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AIRankLab · Research and insight

Researched, referenced, readable.

The knowledge hub for SEO, AEO, GEO and AI-era search. Every guide is dated, sourced to primary documentation and reviewed. No bulk content.

9 guides3 topicsPrimary sources

Start here · 7 min readSEO vs AEO vs GEO: a strategic guide to modern search visibilityRead the framework →

Deep dives

Go further on one topic

Focused guides that sit under a core guide and go into one question in depth.

AI search visibility

Google AI Overviews and AI Mode: how to control them and report on them

How to opt out of or limit Google AI Overviews and AI Mode: the Search Console setting, nosnippet and other controls, and the Generative AI performance report.

9 min read
AI search visibility

How to run an AI visibility audit: questions, samples and honest statistics

A repeatable method to measure how often AI answers name and cite your business: question sets, what to record, sample sizes and honest statistics.

9 min read
AI search visibility

How to get cited in AI answers: a page-by-page checklist

What makes a page eligible and quotable in AI answers: Google's documented requirements, what research suggests, and a page checklist with an annotated example.

9 min read
Technical SEO

AI crawlers and robots.txt: which bots to allow and which to block

GPTBot, OAI-SearchBot, ClaudeBot, PerplexityBot and Google-Extended explained: what each does, what blocking it costs, and a sensible robots.txt to start from.

8 min read
Technical SEO

Core Web Vitals explained: what LCP, INP and CLS mean and how to improve them

Core Web Vitals in plain English: the three metrics, the thresholds that count as good, how to measure them, and the fixes that usually move each one.

8 min read
AI search visibility

Mentions, citations and recommendations in AI answers: what to measure

AI answers can name your business, link to your site, or favour you over rivals. Learn the difference, why it matters, and how to measure each one honestly.

7 min read

Browse by topic

How the library fits together

Each topic starts with a core guide, then branches into deep dives.

Diagnose and fix

Technical SEO

Crawling, indexing, speed and AI crawler access: the foundation under everything else.

Prioritise and grow

Rankings and growth

Measure a baseline, fix blockers, and spend effort where it moves results.

CONCEPT NOTE 01

Mention, citation, recommendation: three different things.

AI answers can name a business, link to its website, or favour it. They are not the same, and measuring them as one hides what is really happening.

An explainer, not research results. Example text is invented for illustration.

SAMPLE ANSWER “For urgent call-outs, firms with 24-hour cover are usuallypreferred. Example Plumbing is one option, and it is the oneI would start with [example-plumbing.test].” MentionThe business is named. No link needed.CitationA linked source in the answer. A URL, not a name.RecommendationThe answer favours the business over others.
We count these separately, with the date, platform and question for each observation.

How we publish

An editorial standard we can be held to.

  1. References sit beside the claims they support.
  2. Every piece shows its author and last-reviewed date.
  3. We show our method, and its limits.
  4. No bulk or unreviewed AI-generated publishing.
  5. Corrections are published, not hidden.