Real ChatGPT answer · index seed9vZyL99Gs4wcompleteMarketing and advertising · AI search and generative engine optimizationbrand

Can you evaluate the reputation and case studies of the top three boutique agencies specializing exclusively in generative engine optimization?

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Can you evaluate the reputation and case studies of the top three boutique agencies specializing exclusively in generative engine optimization?
3 real searches · 1 real-search pass
boutique agency "generative engine optimization" GEO case study agencyGoogle ↗
OBSERVEDOther / navigational
GEO agency generative engine optimization case studies reputation independent reviewsGoogle ↗
OBSERVEDReason
"Generative Engine Optimization" agency "case study" boutiqueGoogle ↗
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)
Short factOther / navigational67%ComparisonConsequenceReason33%DefinitionInstructionYes / no

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
boutique agency "generative engine optimization" GEO case study agency Google ↗
GEO agency generative engine optimization case studies reputation independent reviews Google ↗
"Generative Engine Optimization" agency "case study" boutique Google ↗
  1. About Us · genevate.co
  2. Kalicube GEO / AEO Agency Review · topgeoagencies.net
  3. The Top GEO Agencies of 2026 · sianamarketing.com
  4. genevate.co · genevate.co
  5. Genevate · linkedin.com
  6. Genevate GEO / AEO Agency Review · topgeoagencies.net
  7. The Top-Rated GEO & AEO Agencies of 2026 · techbullion.com
  8. kalicube.com · kalicube.com
  9. Case Studies · kalicube.com
  10. How the Kalicube Process Increased Organic Traffic for Merci Facteur by 33% · kalicube.com
  11. sianamarketing.com · sianamarketing.com
  12. The Top GEO Agencies of 2026 · firstpagesage.com
  13. The Best Generative Engine Optimization (GEO) Agencies of 2026 · firstpagesage.com
  14. firstpagesage.com · firstpagesage.com

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
boutique agency "generative engine optimization" GEO case study agency
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
GEO agency generative engine optimization case studies reputation independent reviews
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
"Generative Engine Optimization" agency "case study" boutique
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1