Real ChatGPT answer · index seed3JAwfdMrZxQcompleteMarketing and advertising · AI search and generative engine optimizationbrand

Who are the top rated consultants specializing in AI answer engine optimization for non technical seniors running online stores

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Who are the top rated consultants specializing in AI answer engine optimization for non technical seniors running online stores
2 real searches · 1 real-search pass
top rated answer engine optimization AEO GEO consultants ecommerce consultant reviews 2026Google ↗
OBSERVEDComparison
generative engine optimization consultant ecommerce Shopify AEO agency case studies reviewsGoogle ↗
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 / navigationalComparison50%ConsequenceReason50%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 2 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
top rated answer engine optimization AEO GEO consultants ecommerce consultant reviews 2026 Google ↗
generative engine optimization consultant ecommerce Shopify AEO agency case studies reviews Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
top rated answer engine optimization AEO GEO consultants ecommerce consultant reviews 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
generative engine optimization consultant ecommerce Shopify AEO agency case studies reviews
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1