Real ChatGPT answer · index seedddfVCWLEmKwcompleteMarketing and advertising · AI search and generative engine optimizationbrand
How does Microsoft Copilot source its product reviews, and how can my new skincare brand influence those citations?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How does Microsoft Copilot source its product reviews, and how can my new skincare brand influence those citations?
3 real searches · 1 real-search pass
Microsoft Copilot product recommendations reviews sources web search citations Bing shopping product reviews how Copilot answers sourcedGoogle ↗
OBSERVEDOther / navigational
Microsoft Copilot grounding sources Bing search index product reviews merchant product data documentationGoogle ↗
OBSERVEDOther / navigational
Microsoft Bing Webmaster Guidelines structured data product reviews crawling indexing 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 (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
Microsoft Copilot product recommendations reviews sources web search citations Bing shopping product reviews how Copilot answers sourced Google ↗
Microsoft Copilot grounding sources Bing search index product reviews merchant product data documentation Google ↗
Microsoft Bing Webmaster Guidelines structured data product reviews crawling indexing 2026 Google ↗
- Data, privacy, and security for web search in Microsoft Copilot and Microsoft Copilot Chat · learn.microsoft.com
- How Bing delivers search results · support.microsoft.com
- Control and review sources of Microsoft Copilot Chat's responses · support.microsoft.com
- Shopping with Microsoft Copilot · support.microsoft.com
- IndexNow Enables Faster and More Reliable Updates for Shopping and... · blogs.bing.com
- FROM DISCOVERY TO INFLUENCE: A GUIDE TO GEO · about.ads.microsoft.com
- AggregateRating · schema.org
- Help · bing.com
- Why IndexNow · bing.com
- Introducing AI Performance in Bing Webmaster Tools Public Preview · blogs.bing.com
- New AI Preferences · bing.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Microsoft Copilot product recommendations reviews sources web search citations Bing shopping product reviews how Copilot answers sourced OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Microsoft Copilot grounding sources Bing search index product reviews merchant product data documentation OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Microsoft Bing Webmaster Guidelines structured data product reviews crawling indexing 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |