Real ChatGPT answer · index seed6HeFtu4BNHkcompleteMarketing and advertising · AI search and generative engine optimizationinformational
How do I optimize our customer review snippets so AI answer engines pull positive sentiment when evaluating our brand
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do I optimize our customer review snippets so AI answer engines pull positive sentiment when evaluating our brand
2 real searches · 1 real-search pass
AI answer engines customer reviews sentiment brand recommendations review snippets structured data guidance Google review snippet guidelines self-serving reviews 2026Google ↗
OBSERVEDOther / navigational
OpenAI search crawler OAI-SearchBot website content indexing documentation reviewsGoogle ↗
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 (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
AI answer engines customer reviews sentiment brand recommendations review snippets structured data guidance Google review snippet guidelines self-serving reviews 2026 Google ↗
OpenAI search crawler OAI-SearchBot website content indexing documentation reviews Google ↗
- Review Snippet (Review, AggregateRating) Structured Data | Google Search Central | Documentation | Google for Developers · developers.google.com
- Making Review Rich Results more helpful | Google Search Central Blog | Google for Developers · developers.google.com
- Overview of OpenAI Crawlers · developers.openai.com
- Publishers and Developers - FAQ · help.openai.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
AI answer engines customer reviews sentiment brand recommendations review snippets structured data guidance Google review snippet guidelines self-serving reviews 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
OpenAI search crawler OAI-SearchBot website content indexing documentation reviews OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |