Real ChatGPT answer · index seedHIiPRyb8UC4completeMarketing and advertising · AI search and generative engine optimizationcommercial

Which agencies specialize in migrating traditional SEO strategies to generative engine optimization for mid-sized retail brands with limited budgets?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Which agencies specialize in migrating traditional SEO strategies to generative engine optimization for mid-sized retail brands with limited budgets?
2 real searches · 1 real-search pass
agency generative engine optimization GEO services ecommerce retail mid-market affordable SEO agency 2026Google ↗
OBSERVEDOther / navigational
generative engine optimization agency pricing small mid-market ecommerce brands 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 (2)
Short factOther / navigational50%ComparisonConsequenceReason50%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT2 real searches · gpt-6
agency generative engine optimization GEO services ecommerce retail mid-market affordable SEO agency 2026 Google ↗
generative engine optimization agency pricing small mid-market ecommerce brands case studies Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
agency generative engine optimization GEO services ecommerce retail mid-market affordable SEO agency 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
generative engine optimization agency pricing small mid-market ecommerce brands case studies
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1