Real ChatGPT answer · index seedO5yDJM6NAUUcompleteMarketing and advertising · AI search and generative engine optimizationcomparison

What are the hidden costs of outsourcing generative engine optimization compared to training my current marketing assistant on ChatGPT?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What are the hidden costs of outsourcing generative engine optimization compared to training my current marketing assistant on ChatGPT?
2 real searches · 1 real-search pass
generative engine optimization GEO agency pricing services measurement limitations AI search visibility 2026Google ↗
OBSERVEDOther / navigational
OpenAI ChatGPT business marketing training assistant data controls official documentationGoogle ↗
OBSERVEDInstruction

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%ComparisonConsequenceReasonDefinitionInstruction50%Yes / 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
generative engine optimization GEO agency pricing services measurement limitations AI search visibility 2026 Google ↗
OpenAI ChatGPT business marketing training assistant data controls official documentation Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
generative engine optimization GEO agency pricing services measurement limitations AI search visibility 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
OpenAI ChatGPT business marketing training assistant data controls official documentation
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1