Real ChatGPT answer · index seedq0zxe8nm5sgcompleteSports and outdoors · cyclingcomparison

How does the new Shimano 105 Di2 electronic shifting hold up against the mechanical version in terms of maintenance costs for a small delivery fleet?

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

The searches the AI actually ran for this prompt.

SEED QUERY
How does the new Shimano 105 Di2 electronic shifting hold up against the mechanical version in terms of maintenance costs for a small delivery fleet?
2 real searches · 1 real-search pass
Shimano 105 Di2 R7100 maintenance requirements battery charging derailleur replacement cost mechanical 105 2026Google ↗
OBSERVEDReason
Shimano 105 Di2 R7100 maintenance battery life dealer manual parts replacement costs fleet mechanical 105 comparisonGoogle ↗
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 (2)
Short factOther / navigationalComparison50%ConsequenceReason50%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
Shimano 105 Di2 R7100 maintenance requirements battery charging derailleur replacement cost mechanical 105 2026 Google ↗
Shimano 105 Di2 R7100 maintenance battery life dealer manual parts replacement costs fleet mechanical 105 comparison Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Shimano 105 Di2 R7100 maintenance requirements battery charging derailleur replacement cost mechanical 105 2026
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Shimano 105 Di2 R7100 maintenance battery life dealer manual parts replacement costs fleet mechanical 105 comparison
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1