Is it safer to plan urban cycling routes using Citymapper or Strava heatmaps when you want to avoid steep hills and aggressive drivers?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is it safer to plan urban cycling routes using Citymapper or Strava heatmaps when you want to avoid steep hills and aggressive drivers?
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). 2 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
Citymapper cycling route features hills elevation bike routes safety traffic official Google ↗
Strava Global Heatmap cycling data limitations popular routes safety official Google ↗
- Our Global Cycle Routing · citymapper.com
- Turn-by-turn directions for 🚲 Cycling · www4.citymapper.com
- What Are the Global Heatmap and Strava Metro? · support.strava.com
- Heatmap · stravametro.zendesk.com
- website · bikemaps.org
- bicycle program · ddot.dc.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Citymapper cycling route features hills elevation bike routes safety traffic official OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Strava Global Heatmap cycling data limitations popular routes safety official OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |