Real ChatGPT answer · index seedZHIQ3gtGdTEcompleteMarketing and advertising · AI search and generative engine optimizationcommercial
What is the typical return on investment for small businesses that invest in AI search optimization compared to traditional link building
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the typical return on investment for small businesses that invest in AI search optimization compared to traditional link building
3 real searches · 1 real-search pass
small business AI search optimization GEO ROI study conversion traffic cost compared SEO link building ROIGoogle ↗
OBSERVEDComparison
link building ROI cost small business SEO survey results ROI studyGoogle ↗
OBSERVEDConsequence
generative engine optimization AI search visibility study referral traffic conversion rates 2025 2026Google ↗
OBSERVEDConsequence
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
small business AI search optimization GEO ROI study conversion traffic cost compared SEO link building ROI Google ↗
link building ROI cost small business SEO survey results ROI study Google ↗
generative engine optimization AI search visibility study referral traffic conversion rates 2025 2026 Google ↗
- ChatGPT ecommerce traffic converts 31% higher than non-branded organic search · searchengineland.com
- AI Referral Traffic 2026: How Much, And Does It Convert? · seoworks.co.uk
- Study: AI Traffic Grew 796% & Out-Converts Organic Search · webfx.com
- Link Building Statistics 2026: 70+ Stats From a Survey of 518 SEO Experts · editorial.link
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
small business AI search optimization GEO ROI study conversion traffic cost compared SEO link building ROI OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
link building ROI cost small business SEO survey results ROI study OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
generative engine optimization AI search visibility study referral traffic conversion rates 2025 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |