Real ChatGPT answer · index seedssFKcByvA64completeAutomotive · tiresbrand

Do Michelin cross climate tires really eliminate the need to switch to dedicated winter tires in northern states?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Do Michelin cross climate tires really eliminate the need to switch to dedicated winter tires in northern states?
2 real searches · 1 real-search pass
Michelin CrossClimate2 independent winter tire comparison snow ice braking tests three peak mountain snowflakeGoogle ↗
OBSERVEDComparison
Michelin CrossClimate2 official severe snow service rating 3PMSF temperature winter performance limitationsGoogle ↗
OBSERVEDReason

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 / navigationalComparison50%ConsequenceReason50%DefinitionInstructionYes / 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
Michelin CrossClimate2 independent winter tire comparison snow ice braking tests three peak mountain snowflake Google ↗
Michelin CrossClimate2 official severe snow service rating 3PMSF temperature winter performance limitations Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Michelin CrossClimate2 independent winter tire comparison snow ice braking tests three peak mountain snowflake
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Michelin CrossClimate2 official severe snow service rating 3PMSF temperature winter performance limitations
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1