Automotive

Headlights & Bulbs ads in ChatGPT

Ads shown in ChatGPT conversations about Headlights & Bulbs. We recorded 150 conversations on this topic in logged-out ChatGPT; after the follow-up message, ChatGPT showed 141 ads from 38 advertisers. Most often shown: Super Bright LEDs, Zenni Optical and SYNETICUSA.

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

150
conversations recorded
141
ads shown
38
advertisers
23%
shopping ads

Advertisers shown in Headlights & Bulbs conversations

top 25 of 38

Ranked by how many of the conversations on this topic ended with their ad on screen; share of the 141 shown ads.

#AdvertiserWebsiteAds shownShare
1Super Bright LEDssuperbrightleds.com3524.8%
2Zenni Opticalzennioptical.com2114.9%
3SYNETICUSAsyneticusa.com117.8%
4americantrucks.comamericantrucks.com107.1%
5carparts.comcarparts.com107.1%
6LASFITlasfit.com53.5%
7AlphaRex USAalpharexusa.com42.8%
8aops.ccaops.cc32.1%
9Get Endurance Warrantygetendurancewarranty.com32.1%
10Take 5 Oil Changetake5.com32.1%
11temu.comtemu.com32.1%
12americanmuscle.comamericanmuscle.com21.4%
13Black Oak LEDblackoakled.com21.4%
14gmparts.comgmparts.com21.4%
15Groupongroupon.com21.4%
16Ravoonyravoony.com21.4%
17solera.comsolera.com21.4%
18Advance Auto Partsadvanceautoparts.com10.7%
19Bounciebouncie.com10.7%
20Cadillaccadillac.com10.7%
21Car Geeks Collisioncargeekscollision.com10.7%
22cardocshop.comcardocshop.com10.7%
23Chevroletchevrolet.com10.7%
24Clean Mobile Detailingcleanmobiledetailing.com10.7%
25Detailnerdzdetailnerdz.com10.7%

13 more advertisers shared the other 13 shown ads.

Ad formats

FormatAds shownShare
Text ad (advertiser name and headline)10876.6%
Shopping ad (product name and price)3323.4%

Example ads

12 ads

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

  • Super Bright LEDsText ad

    Free Interactive Bulb Finder

    Shown 31 times

  • SYNETICUSAText ad

    LED Fog Lights for Trucks & Cars

    Shown 7 times

  • Zenni OpticalText ad

    Drive Safer at Night

    Shown 5 times

  • LASFITText ad

    Custom F-150 H11 & 9005 LED Headlight Bulbs

    Shown 4 times

  • AlphaRex USAText ad

    Automotive Lighting Engineered to Stand Out

    Shown 4 times

  • carparts.comShopping ad

    Replacement Headlight OE Comparable Finish, Driver & Passenger Side, 1-year unlimited-mileage warranty SET-RL10010081AQ

    $859.58

    Shown 3 times

  • americantrucks.comShopping ad

    Sierra 2500 Infinity Beam LED Headlight Bulbs; H7

    $234.99

    Shown 3 times

  • RavoonyText ad

    Keep Your Original Paint Looking New

    Shown 2 times

  • gmparts.comText ad

    GM Genuine Parts & ACDelco

    Parts Designed To Last

    Shown 2 times

  • GrouponText ad

    Car Detailing & Wash Deals in New York

    Shown 2 times

  • Take 5 Oil ChangeText ad

    Routine Car Services

    Shown 2 times

  • Black Oak LEDText ad

    Low Profile, High Output

    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 “how to replace a headlight bulb”, after the follow-up message, ChatGPT showed an ad from Zenni Optical.

    Text ad: “Drive Safer at Night”

    Fix or choose question · Oct 3, 23:11 ET

  2. In a conversation that began “how to restore cloudy headlights”, after the follow-up message, ChatGPT showed an ad from Super Bright LEDs.

    Text ad: “Free Interactive Bulb Finder”

    Fix or choose question · Oct 4, 05:46 ET

  3. In a conversation that began “i'm restoring an old pickup and want brighter headlights that still look classic, what are my options?”, after the follow-up message, ChatGPT showed an ad from temu.com.

    Shopping ad: 4x 5.75" 5-3/4" Round Led Headlights For Gmc C15/c1500 1961-1972 Pickup C2500 · $95.68

    Long scenario question · Oct 3, 23:33 ET

  4. In a conversation that began “how much is a tail light assembly”, after the follow-up message, ChatGPT showed an ad from americantrucks.com.

    Shopping ad: RAM 3500 LED Tail Lights; Chrome Housing; Red Clear Lens (10-18 RAM 3500 w/ Factory Halogen Tail Lights) · $344.99

    Price question · Oct 3, 23:53 ET

  5. In a conversation that began “i restored my headlights but they turned yellow again in 6 months, how do i make it last longer?”, after the follow-up message, ChatGPT showed an ad from Clean Mobile Detailing.

    Text ad: “Utah's #1 Mobile Car Detailer”

    Long scenario question · Oct 3, 23:21 ET

  6. In a conversation that began “replacing just the bulb vs the whole headlight housing when it's foggy inside”, after the follow-up message, ChatGPT showed an ad from top5best.com.

    Shopping ad: Top 5 Best headlight lens cover replacement · $1

    Comparison question · Oct 4, 00:59 ET

  7. In a conversation that began “headlight bulbs”, after the follow-up message, ChatGPT showed an ad from fridayparts.com.

    Shopping ad: 72 LED High Low Beam Headlight Bulb Light for Vehicle Motorcycle · $48.30

    Short search question · Oct 3, 23:11 ET

  8. In a conversation that began “how much does it cost to fix condensation inside a headlight”, after the follow-up message, ChatGPT showed an ad from carparts.com.

    Shopping ad: Replacement Headlight OE Comparable Finish, Driver & Passenger Side, 1-year unlimited-mileage warranty SET-RL10010081AQ · $859.58

    Price question · Oct 3, 23:26 ET

  9. In a conversation that began “headlight replacement”, after the follow-up message, ChatGPT showed an ad from Take 5 Oil Change.

    Text ad: “Routine Car Services”

    Short search question · Oct 3, 23:23 ET

  10. In a conversation that began “is headlight restoration worth it”, after the follow-up message, ChatGPT showed an ad from intlairtool.com.

    Shopping ad: Dynabrade 95723 Finesse Sanding Creme | 4 Ounce Capacity | For Use with Dynabrade Buffers · $19.51

    Worth it question · Oct 3, 23:27 ET

  11. In a conversation that began “best headlight bulbs for driving on dark rural roads in montana at night”, after the follow-up message, ChatGPT showed an ad from Black Oak LED.

    Text ad: “Low Profile, High Output”

    Best for question · Oct 3, 23:28 ET

  12. In a conversation that began “beamtech vs sealight led bulbs for a budget upgrade”, after the follow-up message, ChatGPT showed an ad from SmartFilm.

    Text ad: “Premium Auto Window Tint”

    Comparison question · Oct 3, 23:20 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
303021.3%
Fix or choose
a problem to fix, or a choice to make
232014.2%
Long scenario
a personal situation in a sentence or two
231913.5%
Comparison
one product or service against another, or alternatives
222215.6%
Price
what something costs or where to buy it cheaply
222215.6%
Short search
a few words, like a search box
15139.2%
Worth it
whether something is worth buying or switching to
151510.6%

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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