Automotive

Auto Repair & Mechanics ads in ChatGPT

Ads shown in ChatGPT conversations about Auto Repair & Mechanics. We recorded 150 conversations on this topic in logged-out ChatGPT; after the follow-up message, ChatGPT showed 133 ads from 47 advertisers. Most often shown: Get Endurance Warranty, Take 5 Oil Change and General Tire.

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

150
conversations recorded
133
ads shown
47
advertisers
5%
shopping ads

Advertisers shown in Auto Repair & Mechanics conversations

top 25 of 47

Ranked by how many of the conversations on this topic ended with their ad on screen; share of the 133 shown ads.

#AdvertiserWebsiteAds shownShare
1Get Endurance Warrantygetendurancewarranty.com4332.3%
2Take 5 Oil Changetake5.com1712.8%
3General Tiregeneraltire.com96.8%
4AAA Northeastaaa.com43.0%
5carparts.comcarparts.com43.0%
6Bounciebouncie.com32.3%
7a-premium.coma-premium.com21.5%
8aops.ccaops.cc21.5%
9Big Rig Worldbigrigworld.com21.5%
10Chevroletchevrolet.com21.5%
11driveroadside.comdriveroadside.com21.5%
12GEICOgeico.com21.5%
13GMC Accessoriesgmc.com21.5%
14GoWizardgowizard.com21.5%
15Liberty Mutual Insurancelibertymutual.com21.5%
16Midas—21.5%
17Speedway Motorsspeedwaymotors.com21.5%
18Toyota of Bay Ridge Brooklyntoyotaofbayridge.com21.5%
19Abridge AIabridge.com10.8%
20Autograph Analyticsautographanalytics.com10.8%
21AutoLine Proautolinepro.com10.8%
22Bio-Bombsbiobombs.com10.8%
23Bionic Auto Parts & Salesbionicautoparts.com10.8%
24Buick Certified Servicebuick.com10.8%
25Car Buyer USAcarbuyerusa.com10.8%

22 more advertisers shared the other 22 shown ads.

Ad formats

FormatAds shownShare
Text ad (advertiser name and headline)12694.7%
Shopping ad (product name and price)75.3%

Example ads

12 ads

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

  • Get Endurance WarrantyText ad

    Any Mechanic. Any Breakdown.

    Shown 24 times

  • Take 5 Oil ChangeText ad

    Routine Car Services

    Shown 7 times

  • General TireText ad

    Up To A $90 Tire Rebate

    Shown 4 times

  • AAA NortheastText ad

    Battery Dead?

    Shown 2 times

  • BouncieText ad

    Know More Than Just Location

    Shown 2 times

  • Toyota of Bay Ridge BrooklynText ad

    BUY 3 TIRES, 4TH FOR $1

    Shown 2 times

  • GoWizardText ad

    Top 5 Auto Warranty Companies

    Shown 2 times

  • driveroadside.comText ad

    Mobile Roadside, LLC

    Can't Change It? We Come to You

    Shown 2 times

  • aops.ccText ad

    Prestige Auto Tech

    Trusted European Auto Repair

    Shown 2 times

  • GEICOText ad

    GEICO Offers Convenient Claims and Repairs

    Shown 2 times

  • Big Rig WorldText ad

    Big Rig World - Buy Truck Parts Online

    Shown 2 times

  • GMC AccessoriesText ad

    GMC Certified Service

    GMC Certified Service

    Shown 2 times

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 “chain repair shops vs independent mechanics for upselling”, after the follow-up message, ChatGPT showed an ad from Autograph Analytics.

    Text ad: “See What Drives Results”

    Comparison question · Oct 4, 03:31 ET

  2. In a conversation that began “my car shakes when idling at red lights, what are the common causes”, after the follow-up message, ChatGPT showed an ad from filtreaoleje.sk.

    Text ad: “Filtre a oleje online”

    Fix or choose question · Oct 4, 03:58 ET

  3. In a conversation that began “is it worth repairing a 15 year old car with a 3000 dollar repair bill”, after the follow-up message, ChatGPT showed an ad from Car Buyer USA.

    Text ad: “Sell Your Car Fast, Safe & Easy”

    Worth it question · Oct 4, 04:47 ET

  4. In a conversation that began “best shop for electrical problems on a newer car”, after the follow-up message, ChatGPT showed an ad from Simply Michigan Infotainment.

    Text ad: “Replace your Sync 3 APIM - VIN Programmed”

    Best for question · Oct 4, 01:49 ET

  5. In a conversation that began “best mechanic for a classic car that needs carburetor work”, after the follow-up message, ChatGPT showed an ad from Dynasty Automotive.

    Text ad: “Track-Proven Service”

    Best for question · Oct 3, 23:50 ET

  6. In a conversation that began “how to choose an auto repair shop”, after the follow-up message, ChatGPT showed an ad from Get Endurance Warranty.

    Text ad: “Any Mechanic. Any Breakdown. Covered.”

    Fix or choose question · Oct 4, 00:19 ET

  7. In a conversation that began “is it worth fixing my car or should i buy a new one at 200k miles”, after the follow-up message, ChatGPT showed an ad from General Tire.

    Text ad: “September and October Tire Rebate”

    Worth it question · Oct 4, 03:31 ET

  8. In a conversation that began “best place to fix a car ac that blows warm air in phoenix summer”, after the follow-up message, ChatGPT showed an ad from Take 5 Oil Change.

    Text ad: “Certified Technicians”

    Best for question · Oct 4, 02:49 ET

  9. In a conversation that began “is it worth getting a pre purchase inspection on a cpo car”, after the follow-up message, ChatGPT showed an ad from MobilityWorks.

    Text ad: “160-Point Inspection”

    Worth it question · Oct 4, 04:23 ET

  10. In a conversation that began “how to choose between the dealer and an independent shop for a big repair”, 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, 00:01 ET

  11. In a conversation that began “best way to find an honest mechanic in a new city where i don't know anyone”, after the follow-up message, ChatGPT showed an ad from Get Endurance Warranty.

    Text ad: “Any Mechanic. Any Breakdown.”

    Best for question · Oct 4, 02:05 ET

  12. In a conversation that began “i drive a hybrid and my local mechanic won't touch it, where can i get hybrid repairs besides the dealer?”, after the follow-up message, ChatGPT showed an ad from Get Endurance Warranty.

    Text ad: “Any Mechanic. Any Breakdown.”

    Long scenario question · Oct 4, 00:33 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
303022.6%
Comparison
one product or service against another, or alternatives
232015.0%
Price
what something costs or where to buy it cheaply
232216.5%
Fix or choose
a problem to fix, or a choice to make
221612.0%
Long scenario
a personal situation in a sentence or two
221511.3%
Short search
a few words, like a search box
151511.3%
Worth it
whether something is worth buying or switching to
151511.3%

More in Automotive

Other Automotive topics (ads shown):

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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