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DesignObserver

Marketing Channels
Blogs
Playground →Docs

The top 10 neighbors for DesignObserver span websites, magazines, B2B brands, a fashion brand, an education brand, and an author — with scores compressed into a narrow band from 0.98 to 0.97, and no single neighbor pulling away from the rest.

The shape is flat: Creative Review leads at 0.98, followed by TAXI at 0.98, Design Milk at 0.98, and Pentagram Design at 0.98 — but the gap between first and tenth is less than two hundredths of a point. Subcategory composition across the top 10 breaks down as: four websites (TAXI, Eater, Co.Design, Behance), two magazines (Creative Review, Design Milk), two B2B brands (Pentagram Design, Skillshare — though Skillshare is Education), one fashion brand (Warby Parker at 0.98), and one author (Maria Popova at 0.97). DesignObserver is itself a Blog, and no other Blog appears in the top 10. The mix cuts across design-adjacent media, a portfolio platform, a food site, a fashion brand, and a creative professional author — a cross-kind cluster rather than a same-kind one.

The flat shape and cross-kind composition together indicate an audience whose profile is shared broadly across design, media, and creative-professional channels rather than concentrated within any single content category.

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": "designobserver", "title": "DesignObserver", "category": "Marketing Channels", "subcategory": "Blogs", "resolved": "designobserver", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "creativereview", "title": "Creative Review", "category": "Marketing Channels", "subcategory": "Magazines", "similarity": 0.9847, "drivers": [ "G01", "A02", "G03", "I01", "E06" ] }, { "handle": "designtaxi", "title": "TAXI", "category": "Marketing Channels", "subcategory": "Websites", "similarity": 0.9843, "drivers": [ "G01", "A02", "G03", "I01", "E06" ] }, { "handle": "designmilk", "title": "Design Milk", "category": "Marketing Channels", "subcategory": "Magazines", "similarity": 0.9829, "drivers": [ "A02", "G01", "G03", "I01", "H02" ] }, { "handle": "pentagram", "title": "Pentagram Design", "category": "Brands", "subcategory": "B2B", "similarity": 0.9787, "drivers": [ "A02", "G01", "G03", "I01", "H02" ] }, { "handle": "eater", "title": "Eater", "category": "Marketing Channels", "subcategory": "Websites", "similarity": 0.9783, "drivers": [ "A02", "G01", "G03", "I01", "E06" ] }, { "handle": "fastcodesign", "title": "Co.Design", "category": "Marketing Channels", "subcategory": "Websites", "similarity": 0.9766, "drivers": [ "G01", "A02", "G03", "I01", "E06" ] }, { "handle": "warbyparker", "title": "Warby Parker", "category": "Brands", "subcategory": "Fashion", "similarity": 0.9762, "drivers": [ "A02", "G01", "G03", "I01", "H02" ] }, { "handle": "behance", "title": "Behance", "category": "Marketing Channels", "subcategory": "Websites", "similarity": 0.975, "drivers": [ "G01", "A02", "G03", "I01", "E06" ] }, { "handle": "skillshare", "title": "Skillshare", "category": "Brands", "subcategory": "Education", "similarity": 0.9741, "drivers": [ "G01", "A02", "G03", "I01", "E06" ] }, { "handle": "brainpicker", "title": "Maria Popova", "category": "Celebrities and Influencers", "subcategory": "Authors", "similarity": 0.9732, "drivers": [ "A02", "G01", "G03", "I01", "H02" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: