Real ChatGPT answer · index seedURmvcYVaQH0completeMarketing and advertising · AI search and generative engine optimizationinformational
How much human editing is actually required on AI generated blog posts to completely avoid search engine quality penalties today?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How much human editing is actually required on AI generated blog posts to completely avoid search engine quality penalties today?
2 real searches · 1 real-search pass
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 (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
Google Search Central AI-generated content guidance scaled content abuse helpful content people-first content 2026 Google ↗
Google Search Central spam policies scaled content abuse policy AI content quality guidance 2026 Google ↗
- Creating Helpful, Reliable, People-First Content | Google Search Central | Documentation | Google for Developers · developers.google.com
- Spam Policies for Google Web Search | Google Search Central | Documentation | Google for Developers · developers.google.com
- Google Search: New updates to address spam and low-quality results · blog.google
- Google Search's Guidance on Generative AI Content on Your Website | Google Search Central | Documentation | Google for Developers · developers.google.com
Queries
2 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 helpful content people-first content 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Google Search Central spam policies scaled content abuse policy AI content quality guidance 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |