Real ChatGPT answer · index seedb49N7eHTeBwcompleteSports and outdoors · cyclinginformational

Are there any smartphone apps that show bike lanes with physical protection barriers for city riding?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Are there any smartphone apps that show bike lanes with physical protection barriers for city riding?
2 real searches · 1 real-search pass
smartphone apps map protected bike lanes physically separated bike infrastructure map app OpenStreetMap CyclOSM Cyclers Ride with GPSGoogle ↗
OBSERVEDComparison
apps show protected bike lanes map physical separation infrastructure data cycling navigationGoogle ↗
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 (2)
Short factOther / navigational50%Comparison50%ConsequenceReasonDefinitionInstructionYes / no

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
smartphone apps map protected bike lanes physically separated bike infrastructure map app OpenStreetMap CyclOSM Cyclers Ride with GPS Google ↗
apps show protected bike lanes map physical separation infrastructure data cycling navigation Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
smartphone apps map protected bike lanes physically separated bike infrastructure map app OpenStreetMap CyclOSM Cyclers Ride with GPS
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
apps show protected bike lanes map physical separation infrastructure data cycling navigation
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1