GEO

Entity & E-E-A-T

Content

Vendor Benchmark
Effort: high
Volume: high

Myth:Rewriting competitor content is enough.

Evidence:For AI Overviews, mostly true: cited pages were statistically indistinguishable from uncited ranking pages on originality (medians 52 vs 55.5, p=.07) across 793 measured AI citations - AIO citation rides on Google rank, not information gain.

The Nuance

The exception is legal content, where cited pages were markedly more original than uncited ones.

The Receipt

Do AI Assistants Cite Original Content? 793 AI Citations Measured

On-Page.ai · 2026 · Vendor Benchmark

Impact9.4/10
Consensus8.4/10
Evidence80/100

Channels: aio · chatgpt · perplexity

Related Cribs

Entity & E-E-A-T

Authority

Myth:Owned brand domain authority is enough to secure top placement in AI answers.

Evidence:Generative engines systematically favor earned media and authoritative third-party coverage over brand-owned and social assets.

Impact9/10
Consensus8/10

Entity & E-E-A-T

Content

Myth:Perplexity cites only the top-ranked page.

Evidence:Perplexity answers synthesize multiple sources rather than a single top-ranked page; Profound's 10-month cross-platform analysis (Aug 2024-Jun 2025) maps how differently each engine picks them.

Impact8.1/10
Consensus7.1/10

Entity & E-E-A-T

Distribution

Myth:Backlinks are the off-site signal that drives AI citation.

Evidence:Branded web mentions are the strongest correlate of AI Overview brand visibility (r~0.39), well above backlinks (r~0.22), across Ahrefs' 75K-brand analysis.

Impact8/10
Consensus6/10

Entity & E-E-A-T

Authority

Myth:Claude behaves like ChatGPT for citations.

Evidence:Claude and ChatGPT cite from nearly disjoint pools: only ~13% of cited domains overlap (Otterly, 379K citations). Claude skews to company/product domains (64% of citations); Wikipedia is 2.1% and social just 0.9%.

Impact7.6/10
Consensus6.6/10

Entity & E-E-A-T

Authority

Myth:If a page is retrieved, it will get cited.

Evidence:Platforms run LLM-as-a-Judge rubrics — helpfulness, reliability, cross-source corroboration — and drop retrieved sources that fail before synthesizing an answer.

Impact7/10
Consensus6/10

Crib of the Week

One crib in your inbox every Monday. No spam, unsubscribe anytime.