I need to buy winter tires for my SUV today, and the shop is pushing Nokian, but I usually buy Michelin. Which one performs better on solid ice?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I need to buy winter tires for my SUV today, and the shop is pushing Nokian, but I usually buy Michelin. Which one performs better on solid ice?
1 real search · 1 real-search pass
2026 independent comparison Nokian Hakkapeliitta R5 SUV Michelin X-Ice Snow SUV ice braking traction testGoogle ↗
OBSERVED
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.
Classifying 1 queries…
Searches and sources
ChatGPT1 real searches · gpt-6
2026 independent comparison Nokian Hakkapeliitta R5 SUV Michelin X-Ice Snow SUV ice braking traction test Google ↗
- 2025 Friction Winter Tire Test · tire-reviews.com
- X Ice Snow SUV Vs Hakkapeliitta R5 SUV: Which Is Best? · tire-reviews.com