Observed data

ChatGPT ads we observed

Ads shown in ChatGPT conversations, from our own capture: 123,613 recorded conversations in logged-out ChatGPT across 20 industries, each started fresh with one question. After a follow-up message asking for a sponsored ad, ChatGPT showed 118,765 ads from 5,708 advertisers. Below: every industry, 807 topic pages, and what the data can and cannot say.

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

123,613
conversations recorded
118,765
ads shown
5,708
advertisers
29,863
distinct ads

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.

  • 118,765 conversations ended with an ad shown on screen. In 120 more, an ad arrived in the page data but was not seen on screen; those are not counted as shown. 4,728 recorded conversations ended with no ad shown.
  • 423 shown ads that our export labels as text ads showed only a price (421 in pounds, 2 in euros) where a headline would be; we count them as shopping ads.
  • In 37,730 conversations with an ad shown, ChatGPT’s page data also carried a second ad that never appeared; in 720, a first ad was replaced by another before it appeared.
  • The question text is matched to the record for 46,416 conversations; only those questions are quoted as examples. Industry, sub-niche and question type are known for all.
  • 704 shown product ads linked through an ad-tech click address or a shared shop host and did not name the merchant; they count as shown ads but are left out of advertiser rankings.
  • Advertisers are grouped by the website the ad linked to; where the link went through an ad-tech click service, by the advertiser name in the ad.

Industries

20 industries

Each industry page ranks its advertisers and links to its sub-niche pages.

IndustryConversationsAds shownAdvertisersShopping adsMost shown
Home Furniture & Decor6,5346,22961241%Wayfair
Business Software6,2026,164629<1%Jotform
IT, Security & Dev Tools6,2076,131491<1%Ironclad
Insurance6,1636,0755172%EverQuote
Small Business Tools6,1056,0507277%VistaPrint US
Consumer Electronics6,3156,00166529%temu.com
Telecom & Internet6,1055,9993485%Lyca Mobile USA
Travel & Hospitality6,1445,9945527%Expedia
Personal Finance6,2265,979363<1%Nerdwallet
Education & Careers6,1625,9036503%Coursera
Media & Entertainment6,0675,88973114%Fubo
Automotive6,1765,88455516%Get Endurance Warranty
Food & Grocery Delivery6,2415,87938014%Hungryroot
Productivity & Creative AI6,0755,8666233%Runway AI
Fashion, Apparel & Footwear6,1945,86348940%llbean.com
Local Home Services6,1045,8247678%Angi
Pets6,1545,80944934%Tumble
Beauty & Personal Care6,1395,80834737%L'ange Hair
Home Improvement & Appliances6,1695,73168931%temu.com
Sports, Outdoor & Fitness6,1315,68757034%temu.com

Question types

The questions were written by us in 7 styles, from short searches to personal scenarios.

TypeExample questionConversationsAds shown
Best for“best mini split for an open 1,000 square foot area”25,07224,819
Long scenario“I travel to tokyo for work and want to add two nights at a luxury ryokan with a private onsen, which ones are worth it?”18,55617,633
Price“do steam games ever go free or only on epic games store”18,51718,119
Comparison“it cosmetics cc cream vs laura mercier tinted moisturizer”18,51418,170
Fix or choose“how do i keep my lips smooth under matte lipstick all day”18,51416,421
Worth it“is it worth getting custom insoles for hiking boots”12,23211,858
Short search“puppy transport”12,20811,745

Most shown advertisers

top 25 of 5,708

Share of all 118,765 shown ads. All 5,708 are counted on which brands advertise on ChatGPT.

#AdvertiserWebsiteAds shownShare
1Jotformjotform.com3,0052.5%
2temu.comtemu.com2,7442.3%
3Expediaexpedia.com1,8401.5%
4VistaPrint USvistaprint.com1,7021.4%
5Hungryroothungryroot.com1,5141.3%
6Nerdwalletnerdwallet.com1,4421.2%
7Courseracoursera.org1,1871.0%
8Lyca Mobile USAlycamobile.us1,0330.9%
9Angiangi.com1,0040.8%
10EverQuoteeverquote.com1,0020.8%
11llbean.comllbean.com9490.8%
12Thumbtackthumbtack.com8880.7%
13GetAppgetapp.com8710.7%
14SoFisofi.com8450.7%
15Tumbletumbleliving.com8380.7%
16Wayfairwayfair.com7700.6%
17DoorDashdoordash.com7280.6%
18Quincequince.com7010.6%
19Intuit Quickbooksintuit.com6440.5%
20Whoopwhoop.com6440.5%
21Chewychewy.com6320.5%
22Rocket Moneyrocketmoney.com5940.5%
23Ironcladironcladapp.com5860.5%
24Groupongroupon.com5760.5%
25GEICOgeico.com5520.5%

5,683 more advertisers shared the other 90,770 shown ads.

704 shown product ads (0.6%) did not name the merchant and are not ranked.

Explainers

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