What do recent case studies say about whether Google penalizes AI content impact ranking for tight budget blogs
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What do recent case studies say about whether Google penalizes AI content impact ranking for tight budget blogs
3 real searches · 1 real-search pass
Google Search Central AI-generated content guidance scaled content abuse policy ranking systems 2025 2026 case studies AI content SEO ranking experimentsGoogle ↗
OBSERVEDReason
2025 2026 case study AI generated content SEO traffic rankings blog human edited AI content studyGoogle ↗
OBSERVEDReason
Google March 2024 scaled content abuse update AI content ranking case study independent SEO studyGoogle ↗
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 (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
Google Search Central AI-generated content guidance scaled content abuse policy ranking systems 2025 2026 case studies AI content SEO ranking experiments Google ↗
2025 2026 case study AI generated content SEO traffic rankings blog human edited AI content study Google ↗
Google March 2024 scaled content abuse update AI content ranking case study independent SEO study Google ↗
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Google Search Central AI-generated content guidance scaled content abuse policy ranking systems 2025 2026 case studies AI content SEO ranking experiments OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
2025 2026 case study AI generated content SEO traffic rankings blog human edited AI content study OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Google March 2024 scaled content abuse update AI content ranking case study independent SEO study OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |