Real ChatGPT answer · index seedVmFpFn9yXJEcompleteRetail and ecommerce · apparel and shoescommercial

Can you recommend some durable winter snow boots that are easy to pull on and have non slip soles for icy driveways

ChatGPTgpt-61 query10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Can you recommend some durable winter snow boots that are easy to pull on and have non slip soles for icy driveways
1 real search · 1 real-search pass
best durable easy on winter snow boots ice traction outsole reviews Bogs Kamik Sorel Muck 2026Google ↗
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
best durable easy on winter snow boots ice traction outsole reviews Bogs Kamik Sorel Muck 2026 Google ↗
  1. Shop at SCHEELS · scheels.com
  2. Shop at Backcountry · backcountry.com
  3. Shop at SCHEELS · scheels.com
  4. Shop at Backcountry · backcountry.com
  5. Shop at Nordstrom Rack · nordstromrack.com
  6. 10 Best Winter Boots of 2026 · outdoorgearlab.com
  7. Best Boots for Ice (2026): 10 Picks That Actually Grip · bootsguru.com
  8. The 10 Best Winter Boots Built of 2026, Tested & Reviewed · fieldmag.com
  9. The Best Winter Boots for Women · outdoorgearlab.com

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
best durable easy on winter snow boots ice traction outsole reviews Bogs Kamik Sorel Muck 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
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