Real ChatGPT answer · index seedhC599yc3yYIcompleteMarketing and advertising · AI search and generative engine optimizationinformational
What is the current consensus among digital marketing experts on whether LLMs pass link equity the same way traditional search engines do?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the current consensus among digital marketing experts on whether LLMs pass link equity the same way traditional search engines do?
4 real searches · 1 real-search pass
AI search LLMs pass link equity backlinks citations SEO expert consensus 2026Google ↗
OBSERVEDReason
2026 SEO experts consensus do LLMs pass link equity backlinks ChatGPT citations link juiceGoogle ↗
OBSERVEDReason
Google Search Central links ranking systems PageRank link analysis official documentationGoogle ↗
OBSERVEDReason
LLM search engines backlinks link equity AI search citations SEO experts 2025 2026Google ↗
OBSERVEDReason
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (4)
Classes come from the query-classifier (a local Laya model). 4 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT4 real searches · gpt-6
AI search LLMs pass link equity backlinks citations SEO expert consensus 2026 Google ↗
2026 SEO experts consensus do LLMs pass link equity backlinks ChatGPT citations link juice Google ↗
Google Search Central links ranking systems PageRank link analysis official documentation Google ↗
LLM search engines backlinks link equity AI search citations SEO experts 2025 2026 Google ↗
- Do Backlinks Still Matter in AI Search? Insights from 1,000 Domains [Study] · semrush.com
- Why ChatGPT Cites One Page Over Another (Study of 1.4M Prompts) · ahrefs.com
- New Data Finds Gap Between Google Rankings And LLM Citations · searchenginejournal.com
- A Guide to Google Search Ranking Systems | Google Search Central | Documentation | Google for Developers · developers.google.com
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
AI search LLMs pass link equity backlinks citations SEO expert consensus 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
2026 SEO experts consensus do LLMs pass link equity backlinks ChatGPT citations link juice OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Google Search Central links ranking systems PageRank link analysis official documentation OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
LLM search engines backlinks link equity AI search citations SEO experts 2025 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |