Are window etching and fabric protection packages actually worth buying when purchasing a new hybrid vehicle?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are window etching and fabric protection packages actually worth buying when purchasing a new hybrid vehicle?
2 real searches · 1 real-search pass
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)
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
new car dealership add-ons VIN window etching fabric protection worth cost consumer advice FTC Google ↗
car upholstery fabric protector effectiveness manufacturer care guidance 3M Scotchgard Auto Interior Google ↗
- Just Say No to These Car Dealership Extras · consumerreports.org
- Understanding Car Add-ons - Consumer Tips · ftc.gov
- Automobile Industry Pricing Transparency: FAQs · ftc.gov
- Can I decline add-on products and services when purchasing a new vehicle? | Consumer Ed, brought to you by the Georgia Attorney General’s Consumer Protection Division · consumered.georgia.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
new car dealership add-ons VIN window etching fabric protection worth cost consumer advice FTC OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
car upholstery fabric protector effectiveness manufacturer care guidance 3M Scotchgard Auto Interior OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |