Real ChatGPT answer · index seedglxKvhIo5F8completeMarketing and advertising · AI search and generative engine optimizationinformational
Is it worth spending our limited household marketing budget on GEO services right now or should we stick to standard SEO basics?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is it worth spending our limited household marketing budget on GEO services right now or should we stick to standard SEO basics?
3 real searches · 1 real-search pass
2026 Google search SEO fundamentals AI search generative engine optimization evidence small business guidanceGoogle ↗
OBSERVEDInstruction
Google Search Central AI features website SEO guidance AI Overviews 2025 2026Google ↗
OBSERVEDOther / navigational
GEO generative engine optimization study citations tactics research 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 Google search SEO fundamentals AI search generative engine optimization evidence small business guidance Google ↗
Google Search Central AI features website SEO guidance AI Overviews 2025 2026 Google ↗
GEO generative engine optimization study citations tactics research 2025 Google ↗
- Google's Guide to Optimizing for Generative AI Features on Google Search | Google Search Central | Documentation | Google for Developers · developers.google.com
- A new resource for optimizing for generative AI in Google Search | Google Search Central Blog | Google for Developers · developers.google.com
- Optimizing Visibility in Generative Engines: A Critical Survey of Generative Engine Optimization (2023-2026) · arxiv.org
- Google Search's Guidance on Third-Party SEO Tools & Advice | Google Search Central | Documentation | Google for Developers · developers.google.cn
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 Google search SEO fundamentals AI search generative engine optimization evidence small business guidance OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
Google Search Central AI features website SEO guidance AI Overviews 2025 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
GEO generative engine optimization study citations tactics research 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |