EcommerceIndustry ContextFriday, October 9, 20264 min read

Why ChatGPT ads won’t likely impact holiday sales in a major way this year

Modern Retail14h agoamazonwalmarttarget
Why ChatGPT ads won’t likely impact holiday sales in a major way this year
Executive Summary

ChatGPT ads launched in early 2026 but high CPCs and unproven conversion rates mean brands aren't shifting holiday budgets away from Meta or Google. 1,400+ unique advertisers tested the platform in August 2026, but spend is dominated by large enterprises like Capital One and Expedia.

Why It Matters

AI-native ad platforms are fragmenting discovery but haven't cracked conversion — Google and Meta's dominance in performance advertising remains intact through at least 2026 holiday, extending their leverage over seller margins.

Operator Take

AI platform ads can't yet target by audience demographic — sponsored listings surface inside organic AI responses, making ROAS measurement nearly impossible for small-to-mid brands. Don't cut Q4 Meta or Google budgets to test ChatGPT; file it under 2027 planning instead.

Decision Snapshot

Operational Impact

This story may require teams to revisit workflows, monitoring, or platform assumptions.

Bottom Line

ChatGPT ads are still toys, not tools — keep holiday budgets on proven channels.

Source Lens

Industry Context

Useful background context, but lower-priority than direct platform, community, or operator intelligence.

Impact Level

medium

ChatGPT ads are still toys, not tools — keep holiday budgets on proven channels.

Key Stat / Trigger

1,400+ unique advertisers ran ChatGPT ads in August 2026, an 8% month-over-month increase

Focus on the operational implication, not just the headline.

Relevant For
Brand SellersAgencies

Full Coverage

AI Strategies // October 9, 2026 Why ChatGPT ads won’t likely impact holiday sales in a major way this year By Gabriela Barkho Ivy Liu Brands don’t expect ChatGPT ads to gift them significant sales this holiday season.

Since launching its ad capabilities in early 2026, ChatGPT has rapidly emerged as a hot new channel for advertisers eager to tap into the growing AI-driven search. With hundreds of brands now betting on OpenAI’s advertising capabilities, they’re hoping to reach the high-intent user base and convert them into shoppers.

However, the initial wave of excitement shows that AI platform ads are still in their infancy. Beyond barriers like expensive cost-per-click rates and unproven sales, AI assistants are still establishing themselves as a trustworthy source for product recommendations.

Not to mention, the busy fourth quarter is not an ideal time to risk blowing ad budgets on experimentation. Advertisers still largely view ChatGPT as a costly testing ground rather than a dependable channel, especially when compared to tried-and-true players like Meta and Google.

Terence Einhorn, vp of solutions architect and head of insights at Measured, said he doesn’t expect ads on ChatGPT or Gemini to convert shoppers for some time. “If you are looking to drive business efficiently right now, you should probably not use tools that have a completely unproven track record,” he said.

However, there is a case to be made for being an early adopter to have a competitive advantage as these platforms mature. Adoption increase is among large advertisers According to Sensor Tower data, ChatGPT’s advertising business has been growing gradually.

Kara Lee, senior insights analyst at market intelligence firm Sensor Tower, pointed to tracking data showing an increase in OpenAI’s ad campaigns in recent months. For example, in August, over 1,400 unique advertisers ran ads on ChatGPT, representing an 8% month-over-month increase.

This highlights the speed at which advertisers are flocking to the platform since its launch in February. However, the majority of the advertising campaigns are attributed to large companies.

Sensor Tower’s September data showed companies like Capital One, Expedia and Cloudflare as the largest brands by spend on ChatGPT, accounting for 4%, 3% and 2% of platform spend, respectively.

The challenges Anders Bill, co-founder and chief product officer of Superfiliate, which works with DTC brands on creator-led ads, said many clients still view AI platform advertising as an experimental channel, as it still hasn’t proven itself as a meaningful e-commerce sales driver.

As such, Bill doesn’t anticipate ads on ChatGPT or other AI platforms to take up a significant share of holiday ad budgets this year. The biggest challenge, Bill said, is that, as of now, brands can’t pay for a ChatGPT campaign by specifying their target shopper the way they do on established digital ads, where they pick an audience demographic.

Instead, sponsored product listings are surfaced as part of an organic AI response. “We’re seeing brands test across the AI platforms where people are already going to discover products, like ChatGPT and Perplexity, but it’s still very much an experimentation phase,” Bill said. “Most brands aren’t moving meaningful budgets away from Meta or search yet.”

Similarly, Measured, which announced a partnership with OpenAI to measure advertising efficiency, still sees mainly large brand clients experimenting with advertising on these channels.

Einhorn added that it’s understandable that many brands, especially those with limited budgets, become generally risk-averse to experimental channels during their busy sales seasons. “This is the last time of year folks are going to try a new thing like a ChatGPT campaign to see what happens,” he said.

Even clients with big enough budgets to have been testing these campaigns in recent months aren’t seeing decent enough sales. “Generally the results have been pretty bad,” Einhorn said. “But that shouldn’t be surprising for a brand new ad platform that has no experience in the media landscape.”

For one, the ad cost is still far too high, especially when compared to more reliable platforms like Meta and Google. “The equivalent to the cost-per-click on ChatGPT is around 6X of that on Google,” said Einhorn.

One of the biggest hindrances to the advertising industry is that the platform must first build trust with users as an accurate source for product recommendations. Einhorn said many consumers have already been trained to spot sponsored products on other platforms and choose to ignore them when they’re irrelevant to their search.

But the agentic nature of ChatGPT ads could make that search journey frustrating. At a certain point, brands start to basically serve ads to high-intent shoppers who are going to purchase anyway. “But we know most of the [sal

Key Takeaways

Keep Q4 ad budgets on Meta and Google Search — if you're running ChatGPT ad experiments, cap them at under 3% of total spend to avoid bleeding efficiency during peak season.

In the next 30 days, set a calendar reminder for Q1 2027 to re-evaluate ChatGPT and Perplexity ad betas — early-mover advantage is real but not worth Q4 risk.

Original Source

This briefing is based on reporting from Modern Retail. Use the original post for full primary-source context.

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