Real ChatGPT answer · index seedJ3HpeSVAqxwcompleteTravel and hospitality · budget travelinformational

What are the biggest tourist traps in San Francisco and what are the cheaper local alternatives to visit instead?

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What are the biggest tourist traps in San Francisco and what are the cheaper local alternatives to visit instead?
1 real search · 1 real-search pass
San Francisco tourist traps expensive attractions cheaper local alternatives neighborhoods parks viewpointsGoogle ↗
OBSERVEDComparison

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 (1)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model).

Searches and sources

ChatGPT1 real searches · gpt-6
San Francisco tourist traps expensive attractions cheaper local alternatives neighborhoods parks viewpoints Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
San Francisco tourist traps expensive attractions cheaper local alternatives neighborhoods parks viewpoints
OBSERVED
Google ↗
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—Comparison——1x
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