Conductor ran 14,000 API calls through four AI models and found that as many as 72% of answers to educational queries named no brand. In comparison answers, the same brand led 91% of the time.
What the article says
Content Marketing Institute reports Conductor’s AI Brand Recommendation Study, built on 14,000 API calls across 10 industries, seven intent types, four language models and five simulated user personas; the article does not give the study’s dates. As many as 72% of AI responses to educational queries mentioned no brand, and 20% of responses to pricing queries named none. In comparison responses, the same brand led 91% of the time. Conductor’s content marketing director, Shannon Vize, says of pricing: “Any detail you can provide instead of not having any pricing available is better than nothing.” Conductor sells software for measuring AI visibility.
Why it matters at the top of the house
When an AI model explains a category, it mostly names nobody. When it compares suppliers, it nearly always puts the same one first. An industrial company that publishes no price and no comparison leaves both answers to someone else.
One move to copy
The practices the article ties to appearing in AI answers: publish pricing, or at least a starting cost or range, in plain text rather than images, and build comparison pages against two to five competitors, including where competitors are stronger.
Source: Content Marketing Institute, “Why AI Answer Engines Keep Leaving Your Brand Out (And How To Fix That),” by Content Marketing Institute Team, October 22, 2026. Research: Conductor. The Marketing Table shares the link and a note on why it matters; the article and its copyright belong to the publisher.
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