Real ChatGPT answer · index seedNiyUIeiU8xAcompleteAutomotive · tirescommercial

Can you find recent test data comparing the snow traction of the Nitto Ridge Grappler against dedicated winter tires on steep icy inclines?

ChatGPTgpt-62 queries11/1/2026
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The searches the AI actually ran for this prompt.

SEED QUERY
Can you find recent test data comparing the snow traction of the Nitto Ridge Grappler against dedicated winter tires on steep icy inclines?
2 real searches · 1 real-search pass
Nitto Ridge Grappler snow ice traction test dedicated winter tires steep incline 2024 2025 2026Google ↗
OBSERVEDComparison
Nitto Ridge Grappler snow traction test winter tires icy incline comparisonGoogle ↗
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 (2)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 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
Nitto Ridge Grappler snow ice traction test dedicated winter tires steep incline 2024 2025 2026 Google ↗
Nitto Ridge Grappler snow traction test winter tires icy incline comparison Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Nitto Ridge Grappler snow ice traction test dedicated winter tires steep incline 2024 2025 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Nitto Ridge Grappler snow traction test winter tires icy incline comparison
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1