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The Knot

Brands
Social Media
Playground →Docs

The top 10 neighbors span wedding publications, social media tools, a hotel brand, and a tech professional — no single category dominates, which is the defining structural fact about The Knot's audience shape.

The shape is broad: scores run from 0.93 down to 0.85 with no sharp drop-off, and the neighbor set crosses at least six distinct subcategories. Martha Weddings (0.93) and BRIDES (0.88) are the two highest-scoring neighbors and the only wedding-specific properties in the top 10 — but they sit alongside entities that have nothing to do with weddings. The Good Men Project (0.87) and Google Ads (0.86) follow closely, and Hootsuite (0.86) and Buffer (0.85) — both social media management tools — also appear. That pairing is notable: The Knot is itself classified as Social Media, and LinkedIn (0.83) is the one other Social Media entity in the top 10, suggesting some same-kind overlap, but the majority of neighbors are drawn from Magazines, Technology, and other Brands rather than from The Knot's own subcategory.

WeddingWire (0.86) rounds out the wedding-adjacent cluster, while Renaissance Hotels (0.85) and Zagat (0.85) pull the set toward hospitality and dining — lifestyle verticals adjacent to event planning but structurally distinct. Jeff Barrett (0.85), a Professionals influencer, completes the top 10.

The breadth of this neighbor set — wedding media, marketing technology, hospitality, and professional content all scoring above 0.85 — points to an audience that is simultaneously planning-oriented and digitally professional in its media habits.

Nearest neighbors by audience shape

Cosine similarity over Persona Live audience composition.
"Entities whose overall audience profile most closely matches this one — people who follow one tend to follow the other."

Raw data

Attention graph /similar sample results  (free):
{ "handle": "theknot", "title": "The Knot", "category": "Brands", "subcategory": "Social Media", "resolved": "theknot", "k": 10, "shape": "broad", "filter": null, "results": [ { "handle": "marthaweddings", "title": "Martha Weddings", "category": "Marketing Channels", "subcategory": "Magazines", "similarity": 0.9309, "drivers": [ "J02", "F04", "N03", "G01", "A02" ] }, { "handle": "brides", "title": "BRIDES", "category": "Marketing Channels", "subcategory": "Magazines", "similarity": 0.8824, "drivers": [ "N03", "A02", "G01", "J02", "F04" ] }, { "handle": "goodmenproject", "title": "The Good Men Project", "category": "Marketing Channels", "subcategory": "Magazines", "similarity": 0.8652, "drivers": [ "G01", "N03", "A02", "J02", "G03" ] }, { "handle": "googleads", "title": "Google Ads", "category": "Brands", "subcategory": "Technology", "similarity": 0.8646, "drivers": [ "N03", "F04", "G01", "A02", "H02" ] }, { "handle": "weddingwire", "title": "WeddingWire", "category": "Brands", "subcategory": "Other", "similarity": 0.8611, "drivers": [ "N03", "J02", "F04", "G01", "E02" ] }, { "handle": "hootsuite", "title": "Hootsuite", "category": "Brands", "subcategory": "Technology", "similarity": 0.8603, "drivers": [ "J02", "G01", "A02", "N03", "J01" ] }, { "handle": "barrettall", "title": "Jeff Barrett", "category": "Celebrities and Influencers", "subcategory": "Professionals", "similarity": 0.8521, "drivers": [ "G01", "A02", "J02", "N03", "G03" ] }, { "handle": "renhotels", "title": "Renaissance Hotels", "category": "Brands", "subcategory": "Hotels", "similarity": 0.8519, "drivers": [ "F04", "N03", "J02", "G01", "A02" ] }, { "handle": "buffer", "title": "Buffer", "category": "Miscellaneous", "subcategory": "Technology", "similarity": 0.8494, "drivers": [ "G01", "J02", "A02", "N03", "H02" ] }, { "handle": "zagat", "title": "Zagat", "category": "Marketing Channels", "subcategory": "Websites", "similarity": 0.8492, "drivers": [ "G01", "A02", "J02", "N03", "F04" ] } ] }
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