The top 10 neighbors for Marriott Bonvoy span B2B software, business authors, financial websites, and hotel loyalty programs — a mix that reflects a professional, business-oriented audience rather than a travel-focused one.

The shape is flat: scores run from 0.93 down to 0.91 across the top 10, with no single neighbor pulling sharply ahead of the rest. Marriott Hotels leads at 0.93, the only other Hotels subcategory entry in the top 10 alongside Hilton Honors at 0.91. Between those two hotel brands, the remaining eight neighbors are drawn from entirely different categories. The Motley Fool (0.91) and SmartBrief (0.91) represent business and marketing websites; Marketo (0.91) and Gartner (0.91) are B2B brands; and Ann Handley (0.91), Seth Godin (0.91), and James Clear (0.91) are all Authors in the Celebrities and Influencers category. Search Engine Land (0.91) rounds out the set as a marketing blog.

Tallying the subcategories: Authors account for three of the top 10, B2B brands for two, Websites for two, Hotels for two, and Blogs for one. The dominant pattern is professional and business-oriented content — B2B tools, marketing media, and business thought leaders — rather than travel or hospitality peers. Only two of the ten neighbors share Marriott Bonvoy's own Hotels subcategory.

This flat, cross-kind cluster suggests the Marriott Bonvoy audience is shaped primarily by professional and business interests, with hotel loyalty as just one component of a broader profile.