AI recommendation engines rely on reviews, comparisons, and customer signals to decide which brands to surface and trust, according to [MarTech](https://martech.org/customer-experience-outweighs-brand-in-ai-assisted-shopping/). The rules for AI-assisted recommendations have changed. When evaluating brands, AI engines focus less on marketing narratives and more on customer experience.
Many brands still approach AI visibility as an SEO problem.