Quellenverzeichnis

OpenAI Help Center

Writing context hints for ChatGPT Ads - OpenAI Help Center

OpenAI Engineering

How we built ChatGPT's novel ad stack for user trust and relevance

OpenAI

Building advertising for the way people use AI

OpenAI Help Center

Conversion Measurement im OpenAI Ads Manager

OpenAI Help Center

Create Campaigns for ChatGPT Ads

OpenAI Help Center

Write Context Hints for ChatGPT Ads

OpenAI Help Center

Ads in ChatGPT - OpenAI Help Center

OpenAI Help Center

Shopping with ChatGPT Search

OpenAI Help Center

Conversion-optimized Campaigns - OpenAI Help Center

ChatGPT Learn

Bidding & Budgets – Ads | ChatGPT Learn

OpenAI

Ad policies | OpenAI

OpenAI Help Center

Create Campaigns from Product Feeds

Brookings Institution

Understanding the beginning of advertising on ChatGPT

ResearchGate / arXiv Preprint

The Beginning of ChatGPT Ads

X (ehemals Twitter)

OpenAI startet offiziellen Test von Werbeanzeigen in ChatGPT für Free- und Go-Nutzer in den USA

Search Engine Land

Report: ChatGPT Ads are growing fast, but advertisers are still figuring them out

alphaXiv

The Beginning of ChatGPT Ads

Adisfaction-Annex

Part 2 of our takeaways from The Beginning of ChatGPT Ads

LinkedIn – Romano Koch

Cargoboard-Test: ChatGPT Ads vs. Google Search im B2B (Palettenversand)

Index Lab

How ChatGPT Ads Budgets Really Spend - Index Lab

arXiv

Generative AI Advertising as a Problem of Trustworthy Commercial Intervention

Soku AI

ChatGPT Ads fuehrt Gebotsstrategie 'Maximize results' ein – und setzt sie als Standard

OpenAI

Reimagining advertising with AI

Proc. ACM Interact. Mob. Wearable Ubiquitous Technol. (IMWUT)

Ads that Talk Back: Implications and Perceptions of Injecting Personalized Advertising into LLM Chatbots

OpenAI Help Center

Maximize Results Bid Strategy - OpenAI Help Center

Search Engine Land

Study: ChatGPT ads appear on 26% of commercial prompts

ContextHints

oCPC-Leitfaden: Conversion-Kampagnen für Leads und Sales richtig aufsetzen

Search Engine Roundtable

OpenAI testet Multi-Produkt-Karussell für Produktfeed-Kampagnen

Soku

Maximize results: OpenAI aktiviert automatische Gebote als Standard

arXiv

Online Advertisements with LLMs: Opportunities and Challenges

OpenAI Merchants

Power product discovery in ChatGPT

SE Ranking Blog

ChatGPT shows ads on 1 in 4 commercial queries. Yet, 1 in 7 appear for the wrong topic

arXiv

GenAI Advertising: Risks of Personalizing Ads with LLMs

caseyrb.com

Advertising on ChatGPT: what we learned from an early field test

StubGroup

ChatGPT Ads Case Study (with CPC and CPL Data)

MarTech

A 7-step guide to running ads on ChatGPT

Windmill Strategy

We Tested ChatGPT Ads for B2B - Here's What We Learned

OpenAI Help Center

Creating ads for ChatGPT Ads - OpenAI Help Center

Gizmodo

Here's How ChatGPT Is Targeting You With Ads

GPT Ads AI

ChatGPT Ads Product Feed: How to Run Product Feed Campaigns (2026)

404 Media

How ChatGPT Targets Ads To You Based On Your Prompts, Phone Number, and Email

Tru Commerce

ChatGPT Ads Benchmarks 2026: CTR, CPC, CPM - Tru Commerce

OpenAI Ads

Customer Stories | ChatGPT Ads

M+C Saatchi Performance

Testing ChatGPT Ads: What We've Learned

Search Engine Land

OpenAI is preparing conversion-focused ads for ChatGPT

Digiday

OpenAI turns on cost-per-click ads inside ChatGPT

OneMetrik

ChatGPT Ads Research Report 2026 - OneMetrik

nakora.ai

ChatGPT Ads Benchmarks (2026): Conversion Rate, CTR, CPC, ROI, Costs

MalachiSoft Blog

Texas ChatGPT Ads Case Study: 22 Leads at $52 Each in 6 Weeks for a ...

Nakora

ChatGPT Ads Case Studies - Nakora

Workshop Digital

ChatGPT Ads: What We Learned From Our First B2B Test

IndexLab

ChatGPT Ads pricing in 2026: CPM, CPC and minimum budgets

Adweek

EXCLUSIVE: OpenAI Is Testing Exclusion Targeting for ChatGPT Ads

MarTech

OpenAI ad experiment could change what happens after the click

Search Engine Roundtable

ChatGPT Ads Updates: oCPC, Dynamic URLs, Multi-Product Carousel & More

Digiday

OpenAI brings product carousels to ChatGPT ads

Right Side Up

Everything Brands Need to Know About ChatGPT Ads: Insights From an Early Advertiser

PPC Land

ChatGPT Ads makes automated bidding the default in new ad groups

Intelegencia

ChatGPT Ads: Six Months In, Our Cost Per Lead Data

Soku AI

ChatGPT Ads Redefined the oCPC Bid Cap: It Is a Conversion Bid Now, Not a Click Cap

OpenAI Help Center

Create Ads for ChatGPT Ads - OpenAI Help Center

Choice OMG

ChatGPT Ads im August 2026: oCPC, Custom Audiences und OAIQ-Pixel

The Growth Syndicate

ChatGPT ads, what they cost, how they work, and setup guide

Digital Applied

CPA-Gebote in ChatGPT Ads: Wer jetzt testen sollte und wer wartet

Abmatic AI

ChatGPT Ad Creative: Chat-Card-Specs, Copy-Vorlage und Bildregeln (2026)

Conversiontracking.io

ChatGPT Ads Conversion Tracking: Complete Setup Guide (GTM + Pixel)

adlibrary.com

ChatGPT Ads Review: We Tested It 2 Weeks - Ad library

Jon Loomer Digital

ChatGPT Conversion Campaigns - Jon Loomer Digital

Digital Applied

ChatGPT Ads for Marketers: Pricing, Targeting & Setup Guide

Adsmurai

Hints in ChatGPT Ads: from buying keywords to understanding intentions

TAGGRS

ChatGPT Ads measurement explained - TAGGRS

Lapis

How to Write ChatGPT Ads Context Hints: 12 Best Practices (2026)

Improvado

ChatGPT Ads: What You Can and Cannot Measure in 2026

Top Growth Marketing

How to Measure ChatGPT Ads (And What You Can't — Yet)

SureThing Blog

ChatGPT Ads in 2026: Costs, CTR Benchmarks & How to Advertise

Digital Applied

ChatGPT Ads CPA Bidding: Should You Shift Budget Now?

Soku AI Blog

ChatGPT Ads Attribution: How Tracking Works Without Third-Party Cookies (2026)

arXiv

Fake Friends and Sponsored Ads: The Risks of Advertising in Conversational Search

Common Thread Collective

ChatGPT Ads August 2026: Conversion Bidding and Product Feeds Are Live for Ecommerce Brands

Opascope

ChatGPT Ads Benchmarks: ROAS, CPC, and Cost From 15 Days of Real Spend

Evergreen Growth

Context Hints in ChatGPT Ads: The New Keyword Research?

Search Engine Land

ChatGPT Ads rolls out oCPC campaigns, AAM and product carousels

guptadeepak.com

How to Write Context Hints for ChatGPT Ads

arXiv

Fake Friends and Sponsored Ads: The Risks of Advertising in Conversational Search

ACM SIGecom Exchanges

Online Advertisements with LLMs: Opportunities and Challenges

justinmckelvey.com

ChatGPT Ads Cost 2026: $25/Day Minimum, $3-$5 Clicks

Reuters

OpenAI tests advertiser-sponsored agents, expands AI tools for ChatGPT ads

ai-advisors.ai

What Are Context Hints in ChatGPT Ads? The 5 Patterns Defined

AdVenture Media Group Blog

How to A/B Test ChatGPT Ad Creative: A Data-Driven Framework for 2026

Screpy

How Do ChatGPT Ads Context Hints Work? - Screpy

Jon Loomer Digital

ChatGPT Ads Get Automated Bidding, Placements, and URL Parameters

The AD Leaf

OpenAI Ads: Setting Up Context Hints for ChatGPT Ad Success

AdVenture Media Blog

ChatGPT Product Carousel Ads: How E-Commerce Brands Can Optimize Their Feed for AI

Search Engine Land

ChatGPT Ads adds automated bidding, platform targeting

InterTeam Marketing

ChatGPT Advertising Case Study | 5 OpenAI Ads Strategies

Personal Academic Website of Zhaohua Chen

Working Papers - Zhaohua Chen

Postie Blog

Why Last-Touch Attribution Fails on ChatGPT Ads (And What to Do Instead)

Stape

ChatGPT Ads Tracking: Configuration Guide - Stape

AdVenture Media Group

ChatGPT Ads Cost Guide 2026: Pricing Models and Budget Planning

AdVenture Media Group Blog

ChatGPT Ads Attribution: Tracking the Customer Journey in 2026