Research note · Captured July 2026
When AI recommends competitors.
One buyer question, seven recommended tools, and one company missing from the answer.
Captured 3 July 2026. Exploratory research on one company, not a client result. For the September re-run (15 buyer questions, ChatGPT and Perplexity, two runs each), see Which AI SDR tools do ChatGPT and Perplexity recommend?
A buying question. Other businesses in the answer.
We asked ChatGPT, “Which AI SDR should I use for outbound?” It recommended seven tools, linked to their websites, and never mentioned the AI SDR company we were checking.
The answer sorted the tools by buyer need: team size, budget, and whether the AI runs outreach itself or helps human reps.
ChatGPT
Temporary chat
Which AI SDR should I use for outbound?
The first three of seven tools it recommended:
- 1.11xMost complete AI SDR
- 2.ArtisanEnterprise outbound
- 3.Regie.aiPersonalized email at scale
What we would investigate next
Put those seven tools’ product pages next to the missing company’s pages. Can a buyer see which teams each product serves, how it works and what proves it? Wherever the recommended tools answer that and the company’s pages don’t, that’s the first thing to fix.
We proposed that work but didn’t carry it out, so there is no before-and-after here.
How we recorded it
- Coverage
- 10 questions across ChatGPT, Perplexity and Google AI Overview/Search: 30 recorded checks.
- Question mix
- Eight questions did not name the company; two did. Each was checked on all three platforms.
- This example
- ChatGPT Temporary Chat in a fresh incognito browser context. The screenshot, answer text and links were saved.
- Names
- The tools ChatGPT recommended are named. The company we checked is not.
What one answer can’t tell you
It can’t tell you why ChatGPT picked those tools, whether it would pick the same ones tomorrow, or whether the company lost a deal because of it. Answering those takes repeated checks over time.
Correction, September 2026: the July version of this note said the company appeared in 7 of 30 answers. Six of those came from questions that named it, and one was an organic Google result below the AI Overview. It was never a recommendation rate.