Real ChatGPT answer · index seedBK3mxLcR1DEcompleteRetail and ecommerce · apparel and shoeslocal

Where is the best place to buy durable winter boots in Minneapolis that can handle slush and ice on campus?

ChatGPTgpt-61 query10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Where is the best place to buy durable winter boots in Minneapolis that can handle slush and ice on campus?
1 real search · 1 real-search pass
best Minneapolis stores buy winter boots local outdoor footwear stores campus slush ice traction recommendationsGoogle ↗
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). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT1 real searches · gpt-6
best Minneapolis stores buy winter boots local outdoor footwear stores campus slush ice traction recommendations Google ↗
  1. Store website · nokomisshoes.com
  2. REI website · rei.com
  3. Store website · chetsshoes.com
  4. Store website · schulershoes.com
  5. Store website · llbean.com

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
best Minneapolis stores buy winter boots local outdoor footwear stores campus slush ice traction recommendations
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1