Real ChatGPT answer · index seedpzzWyDJAxVgcompleteMarketing and advertising · AI search and generative engine optimizationbrand
How much money am I actually wasting on legacy SEO software when I should be investing in generative engine optimization tools instead?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How much money am I actually wasting on legacy SEO software when I should be investing in generative engine optimization tools instead?
3 real searches · 1 real-search pass
2026 generative engine optimization tools pricing AI search visibility monitoring SEO software pricing comparisonGoogle ↗
OBSERVEDComparison
Google Search Central AI features SEO guidance AI Overviews site owners 2026Google ↗
OBSERVEDInstruction
generative engine optimization measurement limitations AI search visibility tools 2025 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). 2 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 generative engine optimization tools pricing AI search visibility monitoring SEO software pricing comparison Google ↗
Google Search Central AI features SEO guidance AI Overviews site owners 2026 Google ↗
generative engine optimization measurement limitations AI search visibility tools 2025 2026 Google ↗
- The 9 Best Generative Engine Optimization (GEO) Tools of 2026 · semrush.com
- We Compared the Pricing of 34 AI Search Visibility Tools · stealwhatworks.com
- 15 Best AI Search Visibility Tools (2026): Compared & Priced · measure.co
- AI Features and Your Website | Google Search Central | Documentation | Google for Developers · developers.google.com
- Google's Guide to Optimizing for Generative AI Features on Google Search | Google Search Central | Documentation | Google for Developers · developers.google.cn
- Google's Guide to Optimizing for Generative AI Features on Google Search | Google Search Central | Documentation | Google for Developers · developers.google.com
- Optimizing Visibility in Generative Engines: A Critical Survey of Generative Engine Optimization (2023-2026) · arxiv.org
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 generative engine optimization tools pricing AI search visibility monitoring SEO software pricing comparison OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Google Search Central AI features SEO guidance AI Overviews site owners 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
generative engine optimization measurement limitations AI search visibility tools 2025 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |