Real ChatGPT answer · index seed9OGai1PlOe4completeMarketing and advertising · AI search and generative engine optimizationcommercial
Looking for case studies of small businesses that successfully migrated their SEO strategy to focus on generative AI answer engines instead of blue links
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Looking for case studies of small businesses that successfully migrated their SEO strategy to focus on generative AI answer engines instead of blue links
4 real searches · 1 real-search pass
small business "AI search" case study ChatGPT visibility leads SEO 2026Google ↗
OBSERVEDComparison
small business generative engine optimization case study AI search traffic local business case study GEOGoogle ↗
OBSERVEDReason
AEO case study small business ChatGPT Perplexity Google AI Overviews organic traffic leadsGoogle ↗
OBSERVEDReason
generative engine optimization case study small business agency client resultsGoogle ↗
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 (4)
Classes come from the query-classifier (a local Laya model). 3 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT4 real searches · gpt-6
small business "AI search" case study ChatGPT visibility leads SEO 2026 Google ↗
small business generative engine optimization case study AI search traffic local business case study GEO Google ↗
AEO case study small business ChatGPT Perplexity Google AI Overviews organic traffic leads Google ↗
generative engine optimization case study small business agency client results Google ↗
- Case Study: Local SEO & AI Search for a Garage · auctaai.co.uk
- Cloud Catering SEO Case Study: +40% Leads · skyfielddigital.com
- How Incline Marketing Built an AI Visibility Program for Its Local Service Business Clients · localfalcon.com
- ThatWare GEO Case Study: Everest Drain & Plumbing · thatware.co
- Imagine Dental Arts · aeocontent.ai
- Miller Weldmaster · kunocreative.com
- GetVocal · discoveredlabs.com
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
small business "AI search" case study ChatGPT visibility leads SEO 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
small business generative engine optimization case study AI search traffic local business case study GEO OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
AEO case study small business ChatGPT Perplexity Google AI Overviews organic traffic leads OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
generative engine optimization case study small business agency client results OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |