Market

Certified Pre-Owned Vehicle Programs in AI answers

and are nearly even in recommendations for certified pre-owned programs, with no clear separation. The supplied question-level findings do not identify a different program as the usual answer.

Since Oct 18Updated Nov 12, 2026Based on 80 AI answersReviewed by

How we measure

Brands AI mentions

#BrandMentioned in
#1
41%
A certified pre-owned option for shoppers comparing manufacturer-backed programs.
#1
40%
A certified pre-owned option for shoppers comparing manufacturer-backed programs.
#1
40%
A certified pre-owned option for shoppers comparing manufacturer-backed programs.
#1
35%
A certified pre-owned option for shoppers comparing manufacturer-backed programs.
#5
30%
A certified pre-owned option for shoppers comparing manufacturer-backed programs.
#5
29%
A certified pre-owned option for shoppers comparing manufacturer-backed programs.
#5
28%
A certified pre-owned option for shoppers comparing manufacturer-backed programs.
#5
25%
A certified pre-owned option for shoppers comparing manufacturer-backed programs.
#5
24%
A certified pre-owned option for shoppers comparing manufacturer-backed programs.
#5
23%
A certified pre-owned option for shoppers comparing manufacturer-backed programs.

By AI engine

Mentioned in, on ChatGPT and Google AI Mode

Sites AI cites

65% of citations point at the ranked brands’ own sites. edmunds.com, toyotacertified.com, cars.usnews.com are the most-cited sites outside the ranked brands’ own domains.