What are the specific real-world MPG penalties I can expect when driving a new all-wheel-drive subcompact crossover at highway speeds during freezing winter temperatures with snow tires installed?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the specific real-world MPG penalties I can expect when driving a new all-wheel-drive subcompact crossover at highway speeds during freezing winter temperatures with snow tires installed?
3 real searches · 1 real-search pass
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 (3)
Classes come from the query-classifier (a local Laya model).
Searches and sources
ChatGPT3 real searches · gpt-6
real world fuel economy cold weather highway 20 degrees EPA study winter MPG reduction Google ↗
winter tires fuel economy rolling resistance percentage fuel consumption study Google ↗
AWD fuel economy penalty compared with FWD crossover highway EPA Google ↗
- FOTW# 1164, December 14, 2020: The Effect of Cold Temperatures on Fuel Economy · energy.gov
- Fuel Economy in Cold Weather · ccn.web.tr
- AutoSmart driver training · natural-resources.canada.ca
- Learn the facts: Cold weather effects on fuel efficiency · natural-resources.canada.ca
- Tire Test Results : Testing More Studless Ice and Snow Winter Tires · tirerack.com
- Many Factors Affect MPG · webarchive-beta.loc.gov
- EPA 420-F-95-003 · afdc.energy.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
real world fuel economy cold weather highway 20 degrees EPA study winter MPG reduction OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
winter tires fuel economy rolling resistance percentage fuel consumption study OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
AWD fuel economy penalty compared with FWD crossover highway EPA OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |