Are there any aftermarket upgrades that actually improve highway fuel economy on a RAM 1500 used for long-distance sales trips?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are there any aftermarket upgrades that actually improve highway fuel economy on a RAM 1500 used for long-distance sales trips?
2 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 (2)
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
Ram 1500 highway fuel economy aftermarket tonneau cover mpg test wind tunnel fuel economy study Google ↗
pickup truck fuel economy aerodynamic drag tonneau cover tailgate air dam tires rolling resistance highway study Google ↗
- Pickup Truck Tailgates · consumerreports.org
- My Jaw Dropped When I Saw How Much My Truck’s MPG Improved WITH a Bed Tonneau Cover vs WITHOUT! · tfltruck.com
- Do Truck Caps Improve Gas Mileage? What to Know · leer.com
- Read "Assessment of Technologies for Improving Light-Duty Vehicle Fuel Economy—2025-2035" at NAP.edu · nationalacademies.org
- Improving Aerodynamics to Boost Fuel Economy · edmunds.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Ram 1500 highway fuel economy aftermarket tonneau cover mpg test wind tunnel fuel economy study OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
pickup truck fuel economy aerodynamic drag tonneau cover tailgate air dam tires rolling resistance highway study OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |