Do online car buying services like TrueCar or Costco actually save you money compared to negotiating in person?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Do online car buying services like TrueCar or Costco actually save you money compared to negotiating in person?
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
TrueCar Costco Auto Program how pricing works dealer price negotiation fees exclusions consumer advice 2026 Google ↗
FTC car buying negotiate out the door price dealer add-ons financing trade-in consumer advice Google ↗
- The Auto Buyer Study: Lessons from In-Depth Consumer Interviews and Related Research · search.ftc.gov
- Member-Only Car Buying Service · costco.com
- Financing or Leasing a Car · consumer.ftc.gov
- Car Dealer Ads and Promotions: Know Before You Go · consumer.ftc.gov
- What things can I negotiate when shopping for a car or auto loan? · consumerfinance.gov
- Can I negotiate a car loan interest rate with the dealer? · consumerfinance.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
TrueCar Costco Auto Program how pricing works dealer price negotiation fees exclusions consumer advice 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
FTC car buying negotiate out the door price dealer add-ons financing trade-in consumer advice OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |