Real ChatGPT answer · index seedGvvEsZE7deocompleteSports and outdoors · cyclinglocal

Where is the cheapest place to buy replacement cleats in Ann Arbor to stop my knee from hurting while riding?

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Where is the cheapest place to buy replacement cleats in Ann Arbor to stop my knee from hurting while riding?
3 real searches · 1 real-search pass
Ann Arbor MI bike shop replacement cycling shoe cleats prices Shimano SPD Look Keo 2026Google ↗
OBSERVEDComparison
bicycle shopsGoogle ↗
OBSERVEDComparison
bike fitting shopsGoogle ↗
OBSERVEDComparison

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)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

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
Ann Arbor MI bike shop replacement cycling shoe cleats prices Shimano SPD Look Keo 2026 Google ↗
bicycle shops Google ↗
bike fitting shops Google ↗
  1. Wheels in Motion · wheelsinmotion.us

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Ann Arbor MI bike shop replacement cycling shoe cleats prices Shimano SPD Look Keo 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
bicycle shops
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
bike fitting shops
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1