Real ChatGPT answer · index seedfQcwVIM4g5scompleteMarketing and advertising · AI search and generative engine optimizationcomparison
How does the risk of AI content penalties compare between using pure ChatGPT output and heavily edited human-in-the-loop drafts?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How does the risk of AI content penalties compare between using pure ChatGPT output and heavily edited human-in-the-loop drafts?
3 real searches · 1 real-search pass
Google Search Central guidance AI-generated content scaled content abuse people-first content policy AI 2026Google ↗
OBSERVEDOther / navigational
Google Search Central spam policies scaled content abuse automation AI content ranking guidanceGoogle ↗
OBSERVEDReason
Google Search Central helpful content first-hand expertise original information AI contentGoogle ↗
OBSERVEDOther / navigational
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 guidance AI-generated content scaled content abuse people-first content policy AI 2026 Google ↗
Google Search Central spam policies scaled content abuse automation AI content ranking guidance Google ↗
Google Search Central helpful content first-hand expertise original information AI content Google ↗
- Spam Policies for Google Web Search | Google Search Central | Documentation | Google for Developers · developers.google.com
- Google Search's Guidance on Generative AI Content on Your Website | Google Search Central | Documentation | Google for Developers · developers.google.com
- Google Search: New updates to address spam and low-quality results · blog.google
- Creating Helpful, Reliable, People-First Content | Google Search Central | Documentation | Google for Developers · developers.google.com
- Google Search's Guidance on Generative AI Content on Your Website | Google Search Central | Documentation | Google for Developers · developers.google.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Google Search Central guidance AI-generated content scaled content abuse people-first content policy AI 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Google Search Central spam policies scaled content abuse automation AI content ranking guidance OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Google Search Central helpful content first-hand expertise original information AI content OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |