GasBuddy versus Waze for finding the cheapest gas prices along Route 66 on a tight retirement travel budget.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
GasBuddy versus Waze for finding the cheapest gas prices along Route 66 on a tight retirement travel budget.
3 real searches · 1 real-search pass
GasBuddy versus Waze gas prices accuracy crowdsourced prices Route 66 road trip 2026Google ↗
OBSERVEDComparison
GasBuddy app features gas price map trip cost calculator route planning official 2026Google ↗
OBSERVEDOther / navigational
Waze gas prices fuel stations feature official help 2026Google ↗
OBSERVEDShort fact
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). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
GasBuddy versus Waze gas prices accuracy crowdsourced prices Route 66 road trip 2026 Google ↗
GasBuddy app features gas price map trip cost calculator route planning official 2026 Google ↗
Waze gas prices fuel stations feature official help 2026 Google ↗
- How to Use Search Along Route – GasBuddy Help Center · help.gasbuddy.com
- FAQ - Driving Directions & Traffic Reports by Waze · waze.com
- Finding Prices – GasBuddy Help Center · help.gasbuddy.com
- Reporting Prices – GasBuddy Help Center · help.gasbuddy.com
- Edit gas types and prices · support.google.com
- GasBuddy for iPhone · apps.apple.com
- GasBuddy for Android · play.google.com
- Waze for iPhone and Android · waze.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
GasBuddy versus Waze gas prices accuracy crowdsourced prices Route 66 road trip 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
GasBuddy app features gas price map trip cost calculator route planning official 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Waze gas prices fuel stations feature official help 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Short fact | — | — | 1x of 1 |