u/stonesaber4

We just wrapped up our first ChatGPT ads test for our B2B tool, and we're scratching our heads at the results. We definitely saw a 20% jump in signups during the campaign, but GA4 shows zero ChatGPT referrals. Everything's shown as direct or organic search.

Is it possible to show the impact of ChatGPT ads at the moment,, or is it still early?

We have been dealing with this headache lately. We asked ChatGPT about our brand severally and it completely missed some information. Then last week, it confused our brand with a competitor that has a similar name- this was the most frustrating of all.

We are seeing this occasionally, where LLMs mix up product details, suggest wrong pricing tiers, or just get basic brand info wrong. It's heartbreaking, especially for smaller companies like us, trying to build credibility.

What's working for you to get LLMs more accurate about your brand?