Real ChatGPT answer · index seeda25CYRZTd6scompleteMarketing and advertising · AI search and generative engine optimizationbrand
Can anyone explain why our main competitor is suddenly dominating every AI answer engine while our rankings are completely flat today
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can anyone explain why our main competitor is suddenly dominating every AI answer engine while our rankings are completely flat 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
AI answer engine visibility sudden changes competitor citations retrieval ranking updates ChatGPT Perplexity Google AI Overviews November 2026 Google ↗
2026 AI search visibility measurement volatility prompt tracking citation sources SEO guidance Google ↗
- Answer engine visibility: The playbook for marketers · blog.hubspot.com
- What Drives AI Citations? Content, Retrieval and Model Knowledge in Generative Engine Optimization (GEO) · arxiv.org
- Searching the web with ChatGPT · help.openai.com
- Google's Guide to Optimizing for Generative AI Features on Google Search | 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 |
|---|---|---|---|---|---|---|---|
AI answer engine visibility sudden changes competitor citations retrieval ranking updates ChatGPT Perplexity Google AI Overviews November 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
2026 AI search visibility measurement volatility prompt tracking citation sources SEO guidance OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |