AI chatbots are increasingly the source people turn to before buying something, but a business named favorably in that answer often gets none of the resulting traffic. New research shows these tools regularly recommend a brand by name while citing a completely different website as their source.

The pattern works like this: someone asks an AI tool for a product or service recommendation, the tool names a specific company, but the link attached to that answer points to a third-party site β€” a review platform, a comparison article, a forum thread, or a news outlet. The brand gets the mention. Someone else gets the click.

This matters because clicks are how businesses turn online visibility into customers. A glowing mention with no link back is closer to a word-of-mouth referral than a marketing channel β€” flattering, but not something you can measure or control. The research suggests this isn't a rare glitch but a consistent behavior across multiple AI tools.

The underlying reason appears to be how these systems build trust in their answers. Large language models tend to lean on sources they judge as independent and authoritative β€” think Reddit threads, G2 or Capterra listings, or trade publication roundups β€” rather than a company's own marketing pages, which the models may treat as less objective. A business's own website, no matter how well optimized for traditional search, may simply not be the thing the AI decides to cite.