AEO and GEO Tools for AI Search Citations
Compare AEO and GEO tools for earning citations in ChatGPT, Perplexity, Gemini, and Google AI Overviews with an evidence-first framework.
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Build a Help Center AI Search Can Cite
A precise, research-backed guide to structuring help center and knowledge base content so ChatGPT, Perplexity, Google AI Overviews, and Claude can find, parse, and accurately cite it.
Review Content for AI Search: Making Customer Evidence Real, Useful, and Compliant
How to publish genuine review content AI answer engines can trust and cite, without crossing into the FTC's newly-enforced fake review rules.
How to Vet an AEO Agency: 5 Red Flags Before You Sign
A buyer's guide to spotting AEO/GEO agency red flags — guaranteed citations, opaque methods, fabricated benchmarks, weak reporting, and scope that hides dependencies.
Author Entity Pages: How to Build Bios Google and AI Search Can Actually Verify
A generic "About the Author" blurb doesn't establish expertise to anyone — human or machine. Here's what a verifiable author entity page requires, backed by Google's own documentation and schema.org's Person type.
View-Source vs. Rendered DOM: The AI Search QA Check Most Teams Skip
Most AI crawlers read your raw HTML and never execute JavaScript — so the page a human sees in a browser and the page an AI engine actually indexes can be two different documents. Here's how to test both.
Canonical Tags for AI Search: Why "Hint, Not Rule" Means Something Different to LLMs
Canonical tags tell Google which duplicate wins. AI crawlers don't confirm they even read the tag — here's what actually shapes citations.
The Brand Facts Page: A Ground-Truth Source for AI Search Engines
How to build one canonical facts page AI answer engines can trust to resolve stale or conflicting claims about your company.
Gemini Brand Visibility: A Measurement Framework for Google's AI Surfaces
How to track a brand across Gemini, AI Overviews, and AI Mode — and why Google-Extended, grounding, and the Knowledge Graph aren't the same lever.
How ChatGPT's Conversation Memory Reshapes What Gets Cited
ChatGPT rarely re-searches mid-conversation — the opening question sets citations for the whole thread. Here's what that means for B2B content.
Schema Markup and AI Citations: What the Evidence Shows
A data-backed look at schema.org markup and AI search: what's proven, what's marketing, and when structured data is still worth your engineering time.
Statistics vs. Quotes vs. Definitions: What AI Actually Cites
Not every factual claim survives being lifted into an AI answer. Here's what research shows about how statistics, quotes, definitions, and comparisons get extracted — and cited.
How Claude Crawls and Cites the Web: Technical Breakdown
A technical breakdown of ClaudeBot, Claude-User, and Claude-SearchBot, how robots.txt controls each one, and what's actually verified about how Claude finds and cites content.
How B2B Brands Earn the Citations AI Engines Actually Trust
AI answer engines mostly quote what others say about you, not your own site. Here's how B2B teams earn real third-party mentions — and keep the facts straight.
Answer Engine Content QA Checklist for Accurate Claims
A precise, sourced pre-publish checklist for verifying claims, quotes, and citations before AI answer engines copy and amplify an error.
AEO Agency RFP: Questions That Reveal Real Capability
A practical RFP template for vetting AEO/GEO agencies — methodology, evidence standards, measurement, technical scope, and how honestly they discuss limits.
