Brand affinity

Brand affinity goes beyond raw mention counts. It asks: when the AI talks about your category, does it think of you? And when it talks about you, does it bring up the right concepts?

What strong brand affinity looks like

• Asking "best [your category]" reliably surfaces you
• Asking "[your brand]" produces an accurate, on-message description
• Asking "[your brand] vs [competitor]" returns a balanced or favorable comparison
• Asking adjacent concepts ("[problem you solve]") associates your brand with the solution space

How AI engines form brand affinity

Models learn affinity from co-occurrence patterns at training and retrieval time:

• Repeated mentions on the same pages as category-defining anchor terms
• Co-citation alongside category leaders
• Consistent positioning across review sites, blog roundups, and press
• Branded queries answered confidently by authoritative third parties

Measuring brand affinity

Run a battery of related concept prompts that do not mention your brand and check whether you appear. The lift between "your category" prompts (no brand) and "your brand" prompts (direct) tells you how strong your category association is.