What are the best apps or GPS settings to use for discovering quiet suburban cycling routes that avoid aggressive drivers and heavy truck traffic?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the best apps or GPS settings to use for discovering quiet suburban cycling routes that avoid aggressive drivers and heavy truck traffic?
4 real searches · 1 real-search pass
Komoot cycling route planning avoid busy roads sport profile road types official featuresGoogle ↗
OBSERVEDOther / navigational
Ride with GPS route planner cycling heatmap routing options officialGoogle ↗
OBSERVEDComparison
BRouter routing profiles avoid traffic cycling officialGoogle ↗
OBSERVEDReason
Strava global heatmap cycling official safety route planningGoogle ↗
OBSERVEDOther / navigational
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 (4)
Classes come from the query-classifier (a local Laya model). 4 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT4 real searches · gpt-6
Komoot cycling route planning avoid busy roads sport profile road types official features Google ↗
Ride with GPS route planner cycling heatmap routing options official Google ↗
BRouter routing profiles avoid traffic cycling official Google ↗
Strava global heatmap cycling official safety route planning Google ↗
- BRouter web client · brouter.damsy.net
- A Guide to Strava Heatmaps · support.strava.com
- Global Heatmaps · support.ridewithgps.com
- What Are the Global Heatmap and Strava Metro? · support.strava.com
- Route Planning 101 · support.ridewithgps.com
- Mobile Route Planner · support.ridewithgps.com
- Cycling Route Planner | Elevation, Surface Types & GPS Sync · ridewithgps.com
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Komoot cycling route planning avoid busy roads sport profile road types official features OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Ride with GPS route planner cycling heatmap routing options official OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
BRouter routing profiles avoid traffic cycling official OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Strava global heatmap cycling official safety route planning OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |