Real ChatGPT answer · index seedCLREgNN2mT8completeAutomotive · car repair and maintenancecomparison

How often should we really rotate our commercial delivery vehicle tires to prevent uneven wear given our heavy city driving routes?

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

The searches the AI actually ran for this prompt.

SEED QUERY
How often should we really rotate our commercial delivery vehicle tires to prevent uneven wear given our heavy city driving routes?
2 real searches · 1 real-search pass
commercial van fleet tire rotation interval severe city driving manufacturer recommendation tire rotation milesGoogle ↗
OBSERVEDReason
Michelin commercial truck tire rotation irregular wear fleet maintenance rotation intervalGoogle ↗
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 / navigationalComparisonConsequenceReason100%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
commercial van fleet tire rotation interval severe city driving manufacturer recommendation tire rotation miles Google ↗
Michelin commercial truck tire rotation irregular wear fleet maintenance rotation interval Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
commercial van fleet tire rotation interval severe city driving manufacturer recommendation tire rotation miles
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Michelin commercial truck tire rotation irregular wear fleet maintenance rotation interval
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1