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Ibanez Guitars

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Music
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The top 10 neighbors for Ibanez Guitars span MMA athletes, TV shows, a department store, and fellow music brands — a flat distribution with no single dominant pull, where the scores compress from 0.93 down to 0.89 across a remarkably mixed set of entity types.

Similarity here measures how closely two entities' audiences resemble each other in composition. The top neighbor is Miesha Tate at 0.93, an athlete — not a guitar brand, not a musician. Right behind her sits The Ultimate Fighter at 0.93, a TV show built around combat sports. Marshall Amps at 0.92 is the first fellow Music-subcategory brand to appear, followed immediately by Spirit Halloween at 0.92, a department store. The pattern holds through positions five and six: Imagine Dragons (0.91) and Red Hot Chili Peppers (0.91) are Musicians and Bands, but Ernie Ball at 0.90 is the only other Music brand in the top 10, and UFC News at 0.90 is a News Publisher. Metallica at 0.89 and Skullcandy at 0.89 close out the set — one a band, one a Technology brand.

Tallying the top 10 by subcategory: three Music brands (Marshall Amps, Ernie Ball, and Ibanez's own kind), three Musicians and Bands, two combat-sports entities (Miesha Tate as an Athlete, The Ultimate Fighter as a TV Show), one News Publisher, and one Department Store. The cross-kind presence of MMA-adjacent entities at the very top of the list is the structural finding — the audience that follows Ibanez overlaps heavily with combat sports audiences, sitting alongside the expected guitar-world neighbors rather than behind them.

The flat shape reflects an audience that is genuinely diffuse: no single neighbor commands the field, and the mix of music, combat sports, and retail suggests a broad demographic profile rather than a tightly defined niche.

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": "ibanezofficial", "title": "Ibanez Guitars", "category": "Brands", "subcategory": "Music", "resolved": "ibanezofficial", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "mieshatate", "title": "Miesha Tate", "category": "Celebrities and Influencers", "subcategory": "Athletes", "similarity": 0.9292, "drivers": [ "N03", "E03", "J01", "G01", "N04" ] }, { "handle": "ultimatefighter", "title": "The Ultimate Fighter", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.9271, "drivers": [ "N03", "J02", "N04", "G01", "A01" ] }, { "handle": "marshallamps", "title": "Marshall Amps", "category": "Brands", "subcategory": "Music", "similarity": 0.9235, "drivers": [ "N03", "N04", "O02", "E04", "J01" ] }, { "handle": "spirithalloween", "title": "Spirit Halloween", "category": "Brands", "subcategory": "Department Stores", "similarity": 0.9214, "drivers": [ "N03", "N04", "O02", "O03", "J01" ] }, { "handle": "imaginedragons", "title": "Imagine Dragons", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9089, "drivers": [ "N03", "J02", "N04", "O03", "J01" ] }, { "handle": "chilipeppers", "title": "Red Hot Chili Peppers", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.906, "drivers": [ "N03", "N04", "O02", "E02", "O03" ] }, { "handle": "ernieball", "title": "Ernie Ball", "category": "Brands", "subcategory": "Music", "similarity": 0.9002, "drivers": [ "N03", "N04", "E03", "O02", "E04" ] }, { "handle": "ufcnews", "title": "UFC News", "category": "Marketing Channels", "subcategory": "News Publishers", "similarity": 0.8972, "drivers": [ "N03", "J02", "G01", "J01", "A01" ] }, { "handle": "metallica", "title": "Metallica", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.8904, "drivers": [ "N03", "N04", "O02", "O03", "G01" ] }, { "handle": "skullcandy", "title": "Skullcandy", "category": "Brands", "subcategory": "Technology", "similarity": 0.8891, "drivers": [ "N03", "E03", "I02", "O03", "A06" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: