Real ChatGPT answer · index seedOhPgxzqyW3AcompleteMarketing and advertising · AI search and generative engine optimizationcomparison
Is traditional SEO officially dead for SaaS companies or should I completely shift our remaining quarterly budget into generative engine optimization right now
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is traditional SEO officially dead for SaaS companies or should I completely shift our remaining quarterly budget into generative engine optimization right now
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
2026 SaaS SEO generative engine optimization GEO AI search visibility evidence study Google AI Overviews organic traffic latest Google ↗
2026 generative engine optimization research citations ChatGPT Perplexity SEO SaaS budget strategy Google ↗
- Google's New AI Search Guide Calls AEO And GEO 'Still SEO' · searchenginejournal.com
- The SEO-GEO gap: How AI search traffic differs from organic traffic · searchengineland.com
- B2B brands rank in Google but appear in just 3% of AI Overviews · searchengineland.com
- AI Search in 2026: Key Findings From 300 Enterprise Leaders · branch.io
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 SaaS SEO generative engine optimization GEO AI search visibility evidence study Google AI Overviews organic traffic latest OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
2026 generative engine optimization research citations ChatGPT Perplexity SEO SaaS budget strategy OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |