Share

Marshall Amps

Brands
Music
Playground →Docs

Four of the top 10 neighbors by audience similarity are fellow Music-subcategory brands — Ibanez Guitars at 0.92, Ernie Ball at 0.89, Fender at 0.89, and Epiphone at 0.87 — but the remaining six come from entirely different categories, which is the more telling structural fact.

The shape is broad: scores run from 0.92 down to 0.85 across the top 10 with no single dominant neighbor and no sharp drop-off. That spread means the audience Marshall Amps draws is not tightly bounded by instrument-gear enthusiasts alone. Spirit Halloween (0.88, Department Stores) sits at position four — between Ernie Ball and Epiphone — and Red Hot Chili Peppers (0.86, Musicians and Bands) follows at six. Rounding out the top 10 are ABC's Revenge (0.86, TV Shows), Skullcandy (0.86, Technology), Cheddar Gadgets (0.85, Websites), and The Ultimate Fighter (0.85, TV Shows). That mix — guitar-gear brands, a seasonal retail chain, a rock act, a tech-audio brand, and two unrelated TV properties — points to an audience whose shape is defined less by a single passion category and more by a broad demographic profile that happens to index across all of them simultaneously.

The broad shape here signals an audience that is wide enough to overlap meaningfully with neighbors as structurally unlike each other as Spirit Halloween and Ibanez Guitars.

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": "marshallamps", "title": "Marshall Amps", "category": "Brands", "subcategory": "Music", "resolved": "marshallamps", "k": 10, "shape": "broad", "filter": null, "results": [ { "handle": "ibanezofficial", "title": "Ibanez Guitars", "category": "Brands", "subcategory": "Music", "similarity": 0.9235, "drivers": [ "N03", "N04", "O02", "E04", "J01" ] }, { "handle": "ernieball", "title": "Ernie Ball", "category": "Brands", "subcategory": "Music", "similarity": 0.8898, "drivers": [ "N03", "N04", "Q07", "O02", "E02" ] }, { "handle": "fender", "title": "Fender", "category": "Brands", "subcategory": "Music", "similarity": 0.8856, "drivers": [ "N03", "N04", "K01", "Q07", "I02" ] }, { "handle": "spirithalloween", "title": "Spirit Halloween", "category": "Brands", "subcategory": "Department Stores", "similarity": 0.8822, "drivers": [ "N03", "N04", "P01", "O02", "O03" ] }, { "handle": "epiphone", "title": "Epiphone", "category": "Brands", "subcategory": "Music", "similarity": 0.8712, "drivers": [ "N03", "N04", "K01", "E04", "O03" ] }, { "handle": "chilipeppers", "title": "Red Hot Chili Peppers", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.8647, "drivers": [ "N03", "N04", "O02", "F04", "E02" ] }, { "handle": "revenge", "title": "ABC's Revenge", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.8555, "drivers": [ "N03", "N04", "H04", "F04", "J01" ] }, { "handle": "skullcandy", "title": "Skullcandy", "category": "Brands", "subcategory": "Technology", "similarity": 0.8551, "drivers": [ "N03", "N04", "I02", "A02", "A03" ] }, { "handle": "cheddargadgets", "title": "Cheddar Gadgets", "category": "Marketing Channels", "subcategory": "Websites", "similarity": 0.847, "drivers": [ "N03", "N04", "Q07", "A02", "P01" ] }, { "handle": "ultimatefighter", "title": "The Ultimate Fighter", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.8455, "drivers": [ "N03", "N04", "K04", "H04", "G01" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: