Real ChatGPT answer · index seedgTCWksgd44McompleteMarketing and advertising · AI search and generative engine optimizationhowto

Is it better to hire a freelancer or an agency for generative engine optimization when you only have a thousand dollar monthly marketing budget?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Is it better to hire a freelancer or an agency for generative engine optimization when you only have a thousand dollar monthly marketing budget?
2 real searches · 1 real-search pass
generative engine optimization GEO best practices AI search visibility structured data original content citations 2025 2026Google ↗
OBSERVEDOther / navigational
Google Search Central AI features guidance AI Overviews SEO fundamentals structured dataGoogle ↗
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 best practices AI search visibility structured data original content citations 2025 2026 Google ↗
Google Search Central AI features guidance AI Overviews SEO fundamentals structured data Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
generative engine optimization GEO best practices AI search visibility structured data original content citations 2025 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Google Search Central AI features guidance AI Overviews SEO fundamentals structured data
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1