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Budget Travel

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Budget Travel's top 10 neighbors span travel guides, airlines, business media, and a B2B platform — with no single neighbor pulling far ahead of the rest. Scores run from 0.93 down to 0.91, a band of less than three points, which is the defining structural fact here.

The travel-adjacent cluster is real but not dominant. Lonely Planet (0.93) and Guardian Travel (0.93) sit at the top, followed by Virgin Atlantic (0.93) and Condé Nast Traveller (0.92) — two websites, a magazine, and an airline, all within a point of each other. Tripadvisor (0.91) is the only other Travel-subcategory brand in the top 10, making Budget Travel itself a relative minority among its own nearest neighbors by subcategory.

The more striking finding is what fills the rest of the set. Shopify (0.91), a B2B platform, sits at position five — ahead of Tripadvisor. Zagat (0.91) and CNN Travel (0.91) round out a mix that also includes Condé Nast Traveler (0.91) and British Airways (0.91). Subcategories across the ten include Websites, Airlines, Magazines, Travel, and B2B — five distinct kinds in ten slots.

That breadth, compressed into a narrow similarity band, points to an audience whose shape is recognizable across a wide range of content and commerce categories, not just travel.

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": "budgettravel", "title": "Budget Travel", "category": "Brands", "subcategory": "Travel", "resolved": "budgettravel", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "lonelyplanet", "title": "Lonely Planet", "category": "Marketing Channels", "subcategory": "Websites", "similarity": 0.9345, "drivers": [ "A02", "G01", "G03", "J02", "E06" ] }, { "handle": "guardiantravel", "title": "Guardian Travel", "category": "Marketing Channels", "subcategory": "Websites", "similarity": 0.9342, "drivers": [ "A02", "G01", "G03", "E06", "J02" ] }, { "handle": "virginatlantic", "title": "Virgin Atlantic", "category": "Brands", "subcategory": "Airlines", "similarity": 0.9306, "drivers": [ "A02", "G01", "E06", "A06", "G03" ] }, { "handle": "cntraveller", "title": "Condé Nast Traveller", "category": "Marketing Channels", "subcategory": "Magazines", "similarity": 0.9189, "drivers": [ "A02", "J02", "G01", "G03", "J04" ] }, { "handle": "shopify", "title": "Shopify", "category": "Brands", "subcategory": "B2B", "similarity": 0.9131, "drivers": [ "A02", "G01", "E06", "G03", "N03" ] }, { "handle": "tripadvisor", "title": "Tripadvisor", "category": "Brands", "subcategory": "Travel", "similarity": 0.9128, "drivers": [ "J02", "A02", "G01", "G03", "J04" ] }, { "handle": "zagat", "title": "Zagat", "category": "Marketing Channels", "subcategory": "Websites", "similarity": 0.9109, "drivers": [ "A02", "G01", "J02", "G03", "J04" ] }, { "handle": "cntraveler", "title": "Condé Nast Traveler", "category": "Marketing Channels", "subcategory": "Magazines", "similarity": 0.9109, "drivers": [ "A02", "G01", "J02", "G03", "E06" ] }, { "handle": "british_airways", "title": "British Airways", "category": "Brands", "subcategory": "Airlines", "similarity": 0.91, "drivers": [ "A02", "G01", "J02", "A06", "E06" ] }, { "handle": "cnntravel", "title": "CNN Travel", "category": "Marketing Channels", "subcategory": "Websites", "similarity": 0.9097, "drivers": [ "A02", "G01", "A06", "G03", "E06" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: