Automotive

Luxury Cars ads in ChatGPT

Ads shown in ChatGPT conversations about Luxury Cars. We recorded 153 conversations on this topic in logged-out ChatGPT; after the follow-up message, ChatGPT showed 151 ads from 44 advertisers. Most often shown: BMW USA, mbusa.com and Cadillac.

Our captureLogged-out ChatGPT, USOct 3⁠–⁠4, 2026

153
conversations recorded
151
ads shown
44
advertisers
5%
shopping ads

Advertisers shown in Luxury Cars conversations

top 25 of 44

Ranked by how many of the conversations on this topic ended with their ad on screen; share of the 151 shown ads.

#AdvertiserWebsiteAds shownShare
1BMW USAbmwusa.com6845.0%
2mbusa.commbusa.com117.3%
3Cadillaccadillac.com74.6%
4Get Endurance Warrantygetendurancewarranty.com64.0%
5Porsche White Plainsporsche.com53.3%
6Capital Onecapitalone.com32.0%
7CarMaxcarmax.com32.0%
8Pepe Cadillacpepecadillac.com32.0%
9Drive Rightdriverightcarbuying.com21.3%
10Drivewaydriveway.com21.3%
11driveyonkers.comdriveyonkers.com21.3%
12efaq.comefaq.com21.3%
13HGreg—21.3%
14ineosgrenadier.comineosgrenadier.com21.3%
15Lease Endleaseend.com21.3%
16Melanie Grossman Motorsmelaniegrossmanmotors.com21.3%
17Nissannissanusa.com21.3%
18aops.ccaops.cc10.7%
19Auto Approveautoapprove.com10.7%
20BestMoneybestmoney.com10.7%
21Bumperbumper.com10.7%
22Car Geeks Collisioncargeekscollision.com10.7%
23Cars.comcars.com10.7%
24CarsDirect Maincarsdirect.com10.7%
25Chapman BMW Chandlerchapmanbmwchandler.com10.7%

19 more advertisers shared the other 19 shown ads.

Ad formats

FormatAds shownShare
Text ad (advertiser name and headline)14495.4%
Shopping ad (product name and price)74.6%

Example ads

12 ads

Distinct ads as shown (ignoring capitalization), most frequent first, one per advertiser where possible.

  • BMW USAText ad

    X7 Three-Row Luxury

    Shown 23 times

  • CadillacText ad

    2026 Cadillac OPTIQ

    Shown 3 times

  • DrivewayText ad

    Find new cars online.

    Shown 2 times

  • Porsche White PlainsShopping ad

    2026 Porsche Cayenne GTS Coupe

    $158,949.43

    Shown 2 times

  • mbusa.comText ad

    Mercedes-Benz USA

    Comparing Luxury Hybrid SUVs?

    Shown 2 times

  • Get Endurance WarrantyText ad

    Any Mechanic. Any Breakdown.

    Shown 2 times

  • efaq.comText ad

    Vehicle History Reports

    Shown 2 times

  • Pepe CadillacText ad

    The Cadillac You Want Is Here

    Shown 2 times

  • Melanie Grossman MotorsText ad

    Melanie Grossman Motors — Curated Vehicles

    Shown 2 times

  • driveyonkers.comText ad

    Yonkers Auto Galley

    Luxury Vehicles for Less Over 75 in stock

    Shown 2 times

  • Midwest Bimmer SupplyText ad

    MidWest Bimmer Supply

    Shown 1 time

  • CarMaxText ad

    Best used Lexus cars

    Shown 1 time

Example conversations

12 examples

Chosen to cover different advertisers and question types. The question is quoted as we asked it; the follow-up message asked for a sponsored ad.

  1. In a conversation that began “lexus rx makes a rattle from the dash on rough roads, how do i fix it”, after the follow-up message, ChatGPT showed an ad from Get Endurance Warranty.

    Text ad: “Any Mechanic. Any Breakdown.”

    Fix or choose question · Oct 4, 01:27 ET

  2. In a conversation that began “is the bmw m sport package worth it on an x3”, after the follow-up message, ChatGPT showed an ad from Midwest Bimmer Supply.

    Text ad: “MidWest Bimmer Supply”

    Worth it question · Oct 4, 01:09 ET

  3. In a conversation that began “i'm 6'6 and most luxury sedans feel tight, which luxury cars have the best headroom and legroom?”, after the follow-up message, ChatGPT showed an ad from BMW USA.

    Text ad: “Need a New Sedan?”

    Long scenario question · Oct 4, 04:10 ET

  4. In a conversation that began “bmw x3 vs lexus nx for someone who wants low maintenance costs”, after the follow-up message, ChatGPT showed an ad from CarMax.

    Text ad: “Best used Lexus cars”

    Comparison question · Oct 3, 23:24 ET

  5. In a conversation that began “is the mercedes e class worth it over a loaded toyota camry”, after the follow-up message, ChatGPT showed an ad from HGreg.

    Text ad: “2024 Mercedes-Benz E-Class”

    Worth it question · Oct 3, 23:15 ET

  6. In a conversation that began “lexus gx vs land rover defender”, after the follow-up message, ChatGPT showed an ad from Driveway.

    Text ad: “Find new cars online.”

    Comparison question · Oct 4, 00:59 ET

  7. In a conversation that began “how much does a range rover cost to maintain per year realistically”, after the follow-up message, ChatGPT showed an ad from Paragon Acura.

    Text ad: “A Smarter Premium SUV”

    Price question · Oct 4, 04:46 ET

  8. In a conversation that began “luxury cars”, after the follow-up message, ChatGPT showed an ad from Porsche White Plains.

    Shopping ad: 2026 Porsche Cayenne GTS Coupe · $158,949.43

    Short search question · Oct 3, 22:58 ET

  9. In a conversation that began “how much is insurance on a luxury suv compared to a toyota highlander”, after the follow-up message, ChatGPT showed an ad from GEICO.

    Text ad: “Looking to Get the Best Auto Insurance Price?”

    Price question · Oct 4, 04:00 ET

  10. In a conversation that began “i'd like a luxury car with massage seats and a heads up display under 70k, what are my choices?”, after the follow-up message, ChatGPT showed an ad from Cadillac.

    Text ad: “2026 Cadillac OPTIQ”

    Long scenario question · Oct 3, 23:02 ET

  11. In a conversation that began “audi oil consumption problem”, after the follow-up message, ChatGPT showed an ad from Take 5 Oil Change.

    Text ad: “Fast Oil Change - No Waiting”

    Fix or choose question · Oct 3, 23:33 ET

  12. In a conversation that began “best luxury car for someone who wants japanese reliability with german style”, after the follow-up message, ChatGPT showed an ad from Capital One.

    Text ad: “New Sedans For Sale”

    Best for question · Oct 3, 23:21 ET

Question types

How the conversations on this topic were asked, and how many of the shown ads came from each kind.

Question typeConversationsAds shownShare
Best for
“best … for …” questions
302919.2%
Long scenario
a personal situation in a sentence or two
252415.9%
Fix or choose
a problem to fix, or a choice to make
242415.9%
Comparison
one product or service against another, or alternatives
222214.6%
Price
what something costs or where to buy it cheaply
222214.6%
Short search
a few words, like a search box
15159.9%
Worth it
whether something is worth buying or switching to
15159.9%

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How this data was captured

We used logged-out ChatGPT from US internet connections and started a new conversation for every question. Message 1 was the question. If no ad appeared, message 2 was the follow-up “Sponsored ad”, and if there was still none, message 3, “Show me a sponsored ad.”, was a last try. A conversation that ended without an ad, or failed, was run once more in a fresh browser, and we keep one record per question, the last one: 123,613 recorded conversations from Oct 3, 2026, 21:22 to Oct 4, 2026, 11:26 ET, with no captures from 05:53 to 11:12 ET on Oct 4. Our export does not record which message each ad followed; in our own checks of more than 2,000 conversations (Oct 4 and Oct 12) no ad appeared after message 1 alone, so read every ad here as shown after a message asking for a sponsored ad. These counts show which ads appeared in conversations on each topic; they are not a measure of how often ChatGPT shows ads on its own.

Only ads drawn on screen count as shown. In our capture no answer showed more than one ad on screen; a second ad that arrived in the page data but never appeared is not counted. Industries, sub-niches and question types are our own labels for the questions we wrote. Independent; not affiliated with OpenAI. Full methodWhy this is not an ad rateWhat the ads looked like

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