Target Tests ChatGPT Ads Through Roundel: What Early AI Advertising Means for Marketers

What Actually Happened This Week

On February 10, 2026, OpenAI officially launched its advertising pilot in ChatGPT. Target announced they're testing contextual ads through their Roundel retail media network, making them one of the first brands to experiment with this new format.

This is significant, but let's be precise about what it means. According to Campaign Live, OpenAI is testing ads with "over 30 clients" including Target. The ads are currently limited to logged-in adult users on free and Go tiers ($8/month ad-supported) in the United States. Paid tiers (Plus, Pro, Business, Enterprise, Edu) remain ad-free.

Search Engine Land reports that ads appear at the end of ChatGPT responses, clearly labeled and visually separated from AI-generated content. They do not influence ChatGPT's answers. OpenAI has explicitly banned ads in sensitive categories including dating, health, finance, and politics during this test phase.

How the Target Partnership Actually Works

According to Marketing Dive, Target is using Roundel — their retail media network — to serve contextual ads in ChatGPT. When users ask questions related to categories Target operates in (meal planning, home organization, etc.), they may see sponsored suggestions from Target and their brand partners.

The targeting combines:

• Conversation context: What the user is asking ChatGPT about
• Location data: Where the user is located
• Past chat history: Previous conversations (unless the user has disabled personalization)
• Roundel's first-party data: Target's shopping history and customer profiles

OpenAI emphasizes that conversations stay private. Advertisers receive only aggregated performance data (views, clicks). Users can disable personalization entirely, which limits targeting to the current conversation only.

What We Know About Performance (Spoiler: Not Much)

Here's where we need to be honest: there is no public performance data yet. This is a test. According to OpenAI's announcement, they are "prioritizing relevance over volume" and will gather user feedback before any broader rollout.

Target has not released any metrics about their Roundel ads in ChatGPT. We don't know:

• Click-through rates
• Cost per acquisition
• Conversion rates compared to other channels
• User sentiment or ad blindness rates

According to TechCrunch, OpenAI started this test on January 16, 2026, and the initial focus is on understanding user response before optimizing for advertiser metrics.

The Verve Media Parallel: GEO Tools Are Emerging

The same week as OpenAI's ad launch, Verve Media announced a partnership with Rank Up to launch an AI-led SEO tool specifically designed to track brand visibility in AI-generated answers.

According to Best Media Info, this tool:

• Evaluates where brands appear in AI-generated answers
• Scores content for "usefulness and citation readiness"
• Recommends knowledge base and structured data improvements
• Supports "intent-led content strategies"

Rajesh Gouri, CEO of Rank Up, stated the tool "checks where a brand shows up in AI answers" and suggests optimizations for better AI discoverability. Saad Merchant, Co-Founder of Verve Media, described this as "the next required tool in every digital marketing tool stack."

This suggests the infrastructure for AI-native marketing is developing on two parallel tracks: paid advertising (OpenAI) and organic visibility (GEO tools).

The Known Unknowns

Before any growth marketer reallocates budget, consider what we don't know:

Scale limitations: ChatGPT ads are limited to free and Go tier users. According to OpenAI's announcement, this excludes all paid subscribers, logged-out users, temporary chats, and image generation sessions. We don't know what percentage of ChatGPT usage this represents.

Auction dynamics: Google Ads has decades of auction optimization. ChatGPT ads are in "test phase" with no public information about bidding, competition, or pricing models.

Measurement gaps: There's no clarity on how ChatGPT ads will integrate with existing attribution models. If a user sees a ChatGPT ad and later converts through another channel, current tracking infrastructure may not capture this.

Platform concentration risk: Unlike search advertising, which spans Google, Bing, and other engines, ChatGPT ads exist on a single platform controlled by one company. If policies change, advertisers have limited alternatives at comparable scale.

User adoption: According to The Register, OpenAI needs to generate revenue, with investors having committed over $60 billion and positive cash flow not expected until 2030. This creates pressure to monetize, but user response to ads in ChatGPT remains an open question.

What Early Testers Should Actually Do

If you're considering applying for the OpenAI ads pilot (available through partner networks like Omnicom Media), here are evidence-based first steps:

1. Establish baseline AI presence first.

Before buying ads, audit your organic visibility. Ask ChatGPT, Claude, Gemini, and Perplexity about your brand and category. Document what appears. Verve Media's tool launch suggests this is becoming measurable.

2. Start with limited budget and clear hypotheses.

Treat this as an experiment, not a channel. Define specific questions: Do ChatGPT ads drive incremental reach? How do conversion rates compare to existing search campaigns? What is the incremental cost per acquisition?

3. Measure incrementality, not just attribution.

Holdout testing will be essential. Compare regions or user segments with and without ChatGPT ad exposure to measure true incremental impact.

4. Monitor for ad fatigue and user backlash.

This is uncharted territory. User sentiment could shift quickly if ads feel intrusive. Early testers should track qualitative feedback alongside quantitative metrics.

5. Maintain channel diversification.

According to The Register, Google plans ads in Gemini later in 2026, while Perplexity paused its ad program in 2025. The AI advertising landscape is fragmented and evolving. Avoid over-concentration in any single platform.

The Honest Assessment

Target testing ChatGPT ads through Roundel is noteworthy because it signals that major retailers are taking AI advertising seriously. It does not mean traditional search advertising is obsolete, that every marketer should rush to allocate budget, or that performance is proven.

What it does mean:

• A new advertising format exists and is being tested
• Early data will be available in the coming months
• The infrastructure for AI-native marketing (both paid and organic) is being built
• First-mover advantages may exist for brands that figure this out early

What it does not mean:

• Proven ROI or established best practices
• A mature platform with reliable measurement
• A replacement for existing channels
• A sure bet for advertising budget

The growth marketers who will benefit most from this development are those who approach it with measured curiosity rather than FOMO-driven urgency. Test, measure, learn, and scale only what the data supports.

Target is testing. You should be watching.

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Sources

• OpenAI — Our Approach to Advertising and Expanding Access
• Marketing Dive — Target to test contextual ads in ChatGPT including through Roundel
• Campaign Live — OpenAI kicks off test phase for ChatGPT ads
• Search Engine Land — OpenAI details how ads will work in ChatGPT
• TechCrunch — ChatGPT rolls out ads
• Best Media Info — Verve Media partners with Rank Up to launch AI-led SEO tool
• The Register — OpenAI ChatGPT gets ads