Real ChatGPT answer · index seedWKWK8T3tvE0completeAutomotive · car buying processcomparison

What are these mandatory dealer add-on packages like ceramic coating and nitrogen tires, and can I legally refuse them on a new Subaru?

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What are these mandatory dealer add-on packages like ceramic coating and nitrogen tires, and can I legally refuse them on a new Subaru?
3 real searches · 1 real-search pass
Kentucky motor vehicle dealer mandatory add-on fees optional products consumer protection law advertised price dealer installed accessoriesGoogle ↗
OBSERVEDComparison
FTC dealer add-on products optional consent vehicle purchase deceptive fees 2026Google ↗
OBSERVEDConsequence
Kentucky Attorney General car dealer add-on fees refuse optional products vehicle purchaseGoogle ↗
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 (3)
Short factOther / navigationalComparison33%Consequence33%Reason33%DefinitionInstructionYes / 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
Kentucky motor vehicle dealer mandatory add-on fees optional products consumer protection law advertised price dealer installed accessories Google ↗
FTC dealer add-on products optional consent vehicle purchase deceptive fees 2026 Google ↗
Kentucky Attorney General car dealer add-on fees refuse optional products vehicle purchase Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Kentucky motor vehicle dealer mandatory add-on fees optional products consumer protection law advertised price dealer installed accessories
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
FTC dealer add-on products optional consent vehicle purchase deceptive fees 2026
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
Kentucky Attorney General car dealer add-on fees refuse optional products vehicle purchase
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1