Real ChatGPT answer · index seed2w9fcxSBix4completeAutomotive · car buying processlocal

What types of dealer add on packages are actually beneficial for small business utility vehicles, and which ones are pure profit for the dealership?

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What types of dealer add on packages are actually beneficial for small business utility vehicles, and which ones are pure profit for the dealership?
1 real search · 1 real-search pass
FTC dealer add-ons car buying extended warranties nitrogen tires VIN etching service contracts consumer advice; commercial vehicle upfit warranty corrosion protection guidanceGoogle ↗
OBSERVED

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.

Classifying 1 queries…

Searches and sources

ChatGPT1 real searches · gpt-6
FTC dealer add-ons car buying extended warranties nitrogen tires VIN etching service contracts consumer advice; commercial vehicle upfit warranty corrosion protection guidance Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
FTC dealer add-ons car buying extended warranties nitrogen tires VIN etching service contracts consumer advice; commercial vehicle upfit warranty corrosion protection guidance
OBSERVED
Google ↗
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