Real ChatGPT answer · index seedGoRnIoskJi8completeSports and outdoors · cyclinginformational

What cycling route planning tools take into account current road construction and bike lane closures in major US cities?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What cycling route planning tools take into account current road construction and bike lane closures in major US cities?
2 real searches · 1 real-search pass
cycling navigation apps current road construction bike lane closures US cities 2026 Google Maps Ride with GPS Komoot StravaGoogle ↗
OBSERVEDConsequence
official city bike route construction closure data feeds 511 OpenStreetMap cycling navigation apps US citiesGoogle ↗
OBSERVEDReason

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 / navigationalComparisonConsequence50%Reason50%DefinitionInstructionYes / 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
cycling navigation apps current road construction bike lane closures US cities 2026 Google Maps Ride with GPS Komoot Strava Google ↗
official city bike route construction closure data feeds 511 OpenStreetMap cycling navigation apps US cities Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
cycling navigation apps current road construction bike lane closures US cities 2026 Google Maps Ride with GPS Komoot Strava
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
official city bike route construction closure data feeds 511 OpenStreetMap cycling navigation apps US cities
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1