Real ChatGPT answer · index seedN2H3ziAG1oUcompleteAutomotive · auto financing and leasingcommercial

How accurate are online total cost of ownership calculators when shopping for a reliable used sedan under twenty thousand dollars?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How accurate are online total cost of ownership calculators when shopping for a reliable used sedan under twenty thousand dollars?
2 real searches · 1 real-search pass
used car total cost of ownership calculator methodology limitations maintenance repair estimates Edmunds Kelley Blue BookGoogle ↗
OBSERVEDReason
used car pre purchase inspection reliability maintenance costs consumer advice FTC vehicle history reportGoogle ↗
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
used car total cost of ownership calculator methodology limitations maintenance repair estimates Edmunds Kelley Blue Book Google ↗
used car pre purchase inspection reliability maintenance costs consumer advice FTC vehicle history report Google ↗
  1. What is True Cost to Own (TCO)? · help.edmunds.com
  2. Price: True Cost to Own · edmundsapi-preprod.github.io
  3. Edmunds TCO · edmunds.com
  4. KBB · kbb.com
  5. Consumer Reports Cars · consumerreports.org
  6. FTC used-car buying guidance · consumer.ftc.gov
  7. Buying a Used Car From a Dealer · consumer.ftc.gov

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
used car total cost of ownership calculator methodology limitations maintenance repair estimates Edmunds Kelley Blue Book
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
used car pre purchase inspection reliability maintenance costs consumer advice FTC vehicle history report
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1