Real ChatGPT answer · index seedf8ASsb14rFYcompleteMarketing and advertising · AI search and generative engine optimizationcommercial
Can you suggest the best framework for auditing our current content strategy to address branded keyword loss in AI-driven answer engines across North America?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can you suggest the best framework for auditing our current content strategy to address branded keyword loss in AI-driven answer engines across North America?
3 real searches · 1 real-search pass
2026 AI search answer engines brand visibility measurement branded search demand SEO audit Google AI Overviews Microsoft Copilot ChatGPT search documentationGoogle ↗
OBSERVEDReason
generative engine optimization research brand mentions citations AI search visibility methodology 2025 2026Google ↗
OBSERVEDOther / navigational
Google Search Central AI features guidance content creators AI Overviews 2025Google ↗
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
2026 AI search answer engines brand visibility measurement branded search demand SEO audit Google AI Overviews Microsoft Copilot ChatGPT search documentation Google ↗
generative engine optimization research brand mentions citations AI search visibility methodology 2025 2026 Google ↗
Google Search Central AI features guidance content creators AI Overviews 2025 Google ↗
- Why 62% of AI citations don’t lead to brand mentions [Study] · semrush.com
- Measuring AEO: AI Search Measurement Framework · 580di.com
- Google Search Console · search.google.com
- Semrush · semrush.com
- Bing Webmaster Tools · bing.com
- AI Performance · bing.com
- Ahrefs · ahrefs.com
- Google Analytics · analytics.google.com
- Google's Guide to Optimizing for Generative AI Features on Google Search | Google Search Central | Documentation | Google for Developers · developers.google.com
- AI Features and 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 |
|---|---|---|---|---|---|---|---|
2026 AI search answer engines brand visibility measurement branded search demand SEO audit Google AI Overviews Microsoft Copilot ChatGPT search documentation OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
generative engine optimization research brand mentions citations AI search visibility methodology 2025 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Google Search Central AI features guidance content creators AI Overviews 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |