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

Can you compare the generative engine optimization features of the top three SEO platforms to see which one gives the best value for a mid-sized business?

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 compare the generative engine optimization features of the top three SEO platforms to see which one gives the best value for a mid-sized business?
3 real searches · 1 real-search pass
Semrush AI visibility toolkit features pricing 2026 GEO officialGoogle ↗
OBSERVEDOther / navigational
Ahrefs Brand Radar AI visibility features pricing 2026 officialGoogle ↗
OBSERVEDOther / navigational
Conductor AI search visibility GEO features pricing 2026 officialGoogle ↗
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 / navigational100%ComparisonConsequenceReasonDefinitionInstructionYes / 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
Semrush AI visibility toolkit features pricing 2026 GEO official Google ↗
Ahrefs Brand Radar AI visibility features pricing 2026 official Google ↗
Conductor AI search visibility GEO features pricing 2026 official Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Semrush AI visibility toolkit features pricing 2026 GEO official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Ahrefs Brand Radar AI visibility features pricing 2026 official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Conductor AI search visibility GEO features pricing 2026 official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1