Real ChatGPT answer · index seedoeFwAbPoMagcompleteMarketing and advertising · AI search and generative engine optimizationcommercial

Which generative engine optimization consultants or agencies are leading the industry and what do their case studies typically highlight

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

The searches the AI actually ran for this prompt.

SEED QUERY
Which generative engine optimization consultants or agencies are leading the industry and what do their case studies typically highlight
3 real searches · 1 real-search pass
leading generative engine optimization GEO agencies consultants case studies 2026Google ↗
OBSERVEDReason
generative engine optimization agency case study ChatGPT citations results clientsGoogle ↗
OBSERVEDReason
GEO agency generative engine optimization consultants iPullRank Amsive First Page Sage case studiesGoogle ↗
OBSERVEDReason

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 / navigationalComparisonConsequenceReason100%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
leading generative engine optimization GEO agencies consultants case studies 2026 Google ↗
generative engine optimization agency case study ChatGPT citations results clients Google ↗
GEO agency generative engine optimization consultants iPullRank Amsive First Page Sage case studies Google ↗
  1. First Page Sage · firstpagesage.com
  2. Kalicube · kalicube.com
  3. iPullRank · ipullrank.com
  4. Go Fish Digital · gofishdigital.com
  5. Graphite · graphite.io
  6. Siege Media · siegemedia.com
  7. Omniscient Digital · beomniscient.com
  8. Relevance website · relevance.com
  9. The Best Generative Engine Optimization (GEO) Agencies of 2026 · firstpagesage.com
  10. 5 Generative Engine Optimization Case Studies to Learn From in 2026 · relevance.com

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
leading generative engine optimization GEO agencies consultants case studies 2026
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
generative engine optimization agency case study ChatGPT citations results clients
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
GEO agency generative engine optimization consultants iPullRank Amsive First Page Sage case studies
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1