Living in Minnesota means I need serious traction, what are the highest rated winter tires for a standard commuter car?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Living in Minnesota means I need serious traction, what are the highest rated winter tires for a standard commuter car?
1 real search · 1 real-search pass
2026 best winter tires passenger cars independent tests Michelin X-Ice Snow Blizzak WS90 VikingContact Nokian Hakkapeliitta R5Google ↗
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)
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
2026 best winter tires passenger cars independent tests Michelin X-Ice Snow Blizzak WS90 VikingContact Nokian Hakkapeliitta R5 Google ↗
- Best Winter Tires of 2026 · tirerack.com
- Best New Winter Tires for Winter 2026/2027: Bridgestone Blizzak IcePeak vs. Continental VikingContact 8 vs. Michelin X-Ice Snow+ · tirerack.com
- Winter Tires Buyer's Guide for 2026 · tirerack.com
- 2026 Tire Rack New Winter Tyre Test · tyrereviews.com
- Best winter and snow tires, according to Consumer Reports · qz.com
- Winter tyres 2026 · thetirelab.com