Brands testing OpenAI's ChatGPT ads report high costs and low sales impact, with analysts predicting minimal holiday budget shift from Google and Meta, per Modern Retail.
ReadingThe steal: before adopting a new ad platform, test it at 5-10% of budget for a single product line, measure the unit economics (cost per acquisition vs. lifetime value), and only scale if the CAC is 25-30% lower than your baseline channel. ChatGPT ads fail because brands treat them like Google Search — they're not. ChatGPT is an educational and conversational space; purchases happen downstream, not inside the chat. If you test a new platform, map where in the funnel it sits, set a 30-day CAC benchmark, and displace it if it doesn't beat your existing channels by 20-25%.
MY STASH TAKEEvery new ad platform comes with hype and a high learning curve. The operators who win are the ones who test fast, measure ruthlessly, and displace anything that doesn't beat their baseline by at least a quarter. ChatGPT ads might work for brand awareness or product education, but if you're measuring it on conversion, the channel is broken for most sellers. That's not a failure of the platform — it's a failure of channel fit. Test it on the right outcome (awareness, consideration) not the wrong one (conversion), and only scale if the math works.
WatchWatch for OpenAI to lower CPCs or offer beta discounts to drive adoption, or for niche categories (B2B, education) to show better results than consumer goods.