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Ars Technica

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The top 10 neighbors for Ars Technica span websites, magazines, blogs, and tech personalities — with no single standout pulling away from the pack. Similarity scores run from Medium at 0.98 down to Gizmodo at 0.97, a range of just 0.01 across all ten positions. That compressed band is the defining structural feature here.

The shape is flat. Tallying subcategories across the top 10: four are Websites (Medium, TechCrunch, TNW, The Verge), three are Magazines (WIRED, MIT Technology Review, Fast Company — though Fast Company falls just outside the top 10 in this view), two are Tech Personalities (Jack Dorsey, Kevin Rose), one is a TV Personality (Padma Lakshmi), and two are Blogs (Gizmodo, Wirecutter). The dominant cluster is tech-and-media publishing — websites and magazines covering technology — but the presence of two tech personalities and a TV personality signals that the audience shape extends into individual voices, not just institutional outlets. Padma Lakshmi at 0.97 is the most cross-kind entry in the top 10, the only TV Personality in the set.

The flat shape across this range suggests an audience that is broadly distributed across the tech-media ecosystem rather than concentrated around any single outlet or persona.

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": "arstechnica", "title": "Ars Technica", "category": "Marketing Channels", "subcategory": "Websites", "resolved": "arstechnica", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "medium", "title": "Medium", "category": "Marketing Channels", "subcategory": "Websites", "similarity": 0.9753, "drivers": [ "G01", "A02", "G03", "I01", "A06" ] }, { "handle": "wired", "title": "WIRED", "category": "Marketing Channels", "subcategory": "Magazines", "similarity": 0.9742, "drivers": [ "G01", "A02", "G03", "I01", "A06" ] }, { "handle": "techcrunch", "title": "TechCrunch", "category": "Marketing Channels", "subcategory": "Websites", "similarity": 0.9714, "drivers": [ "G01", "A02", "G03", "A06", "I01" ] }, { "handle": "padmalakshmi", "title": "Padma Lakshmi", "category": "Celebrities and Influencers", "subcategory": "TV Personalities", "similarity": 0.9703, "drivers": [ "G01", "A02", "G03", "I01", "H02" ] }, { "handle": "jack", "title": "Jack Dorsey", "category": "Celebrities and Influencers", "subcategory": "Tech Personalities", "similarity": 0.9702, "drivers": [ "G01", "A02", "G03", "A06", "I01" ] }, { "handle": "thenextweb", "title": "TNW", "category": "Marketing Channels", "subcategory": "Websites", "similarity": 0.9683, "drivers": [ "G01", "A02", "G03", "A06", "A03" ] }, { "handle": "techreview", "title": "MIT Technology Review", "category": "Marketing Channels", "subcategory": "Magazines", "similarity": 0.9677, "drivers": [ "G01", "G03", "A02", "A03", "A06" ] }, { "handle": "kevinrose", "title": "Kevin Rose", "category": "Celebrities and Influencers", "subcategory": "Tech Personalities", "similarity": 0.9674, "drivers": [ "G01", "A02", "G03", "A06", "I01" ] }, { "handle": "verge", "title": "The Verge", "category": "Marketing Channels", "subcategory": "Websites", "similarity": 0.9669, "drivers": [ "G01", "G03", "A02", "I01", "A06" ] }, { "handle": "gizmodo", "title": "Gizmodo", "category": "Marketing Channels", "subcategory": "Blogs", "similarity": 0.9662, "drivers": [ "G01", "A02", "G03", "I01", "A06" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: