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MAGPUL

Brands
Outdoors
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The top 10 neighbors for MAGPUL span two distinct subcategory clusters — firearms-adjacent Outdoors and B2B brands on one side, and country Musicians and Bands on the other — with scores compressed into a narrow band from 0.96 down to 0.92, the defining signature of a flat shape.

The firearms cluster leads the set. Daniel Defense sits at 0.96, the highest score in the top 10, followed closely by Brownells, Inc. at 0.95, SIG SAUER at 0.94, Beretta USA at 0.94, and Mossberg at 0.94. Kimber Firearms (0.94), GLOCK Inc. (0.94), and Smith & Wesson Inc. (0.93) round out the brand-heavy portion. These eight neighbors are all Brands — a mix of Outdoors and B2B subcategories — and they form a tight, coherent cluster around MAGPUL's own Outdoors classification.

The more structurally notable finding is what fills positions nine and ten: Eli Young Band at 0.93 and Guns & Ammo Magazine at 0.92. Eli Young Band is the first Musicians and Bands entry in the top 10, and it sits only four hundredths of a point below Daniel Defense. The wider neighbor set — visible in the graph — extends this pattern considerably, with country musicians occupying a substantial share of positions beyond the top 10. The magazine and the band appearing this high signals that MAGPUL's audience shape overlaps meaningfully with country music fandom, not just with firearms brands.

The flat shape here reflects an audience that is simultaneously well-defined within its core category and broadly shared with a culturally adjacent one — firearms brands and country music pull from the same audience pool at nearly identical rates.

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": "magpul_hq", "title": "MAGPUL", "category": "Brands", "subcategory": "Outdoors", "resolved": "magpul_hq", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "danieldefense", "title": "Daniel Defense", "category": "Brands", "subcategory": "Other", "similarity": 0.9617, "drivers": [ "N03", "M04", "N04", "N01", "P01" ] }, { "handle": "brownellsinc", "title": "Brownells, Inc.", "category": "Brands", "subcategory": "Outdoors", "similarity": 0.95, "drivers": [ "N03", "M04", "N04", "N02", "M01" ] }, { "handle": "sigsauerinc", "title": "SIG SAUER", "category": "Brands", "subcategory": "Outdoors", "similarity": 0.9444, "drivers": [ "N03", "M04", "N04", "I01", "P01" ] }, { "handle": "beretta_usa", "title": "Beretta USA", "category": "Brands", "subcategory": "Outdoors", "similarity": 0.9436, "drivers": [ "N03", "M04", "N04", "N02", "M03" ] }, { "handle": "mossbergcorp", "title": "Mossberg", "category": "Brands", "subcategory": "Outdoors", "similarity": 0.9431, "drivers": [ "N03", "M04", "N04", "M03", "N02" ] }, { "handle": "kimberamerica", "title": "Kimber Firearms", "category": "Brands", "subcategory": "Outdoors", "similarity": 0.941, "drivers": [ "N03", "M04", "N04", "M03", "M01" ] }, { "handle": "glockinc", "title": "GLOCK Inc.", "category": "Brands", "subcategory": "B2B", "similarity": 0.9378, "drivers": [ "M04", "N04", "N03", "N01", "N02" ] }, { "handle": "smith_wessoninc", "title": "Smith & Wesson Inc.", "category": "Brands", "subcategory": "B2B", "similarity": 0.9306, "drivers": [ "M04", "N04", "N01", "N03", "N02" ] }, { "handle": "eliyoungband", "title": "Eli Young Band", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9277, "drivers": [ "N03", "M04", "N04", "N01", "N02" ] }, { "handle": "gunsandammomag", "title": "Guns & Ammo Magazine", "category": "Marketing Channels", "subcategory": "Magazines", "similarity": 0.9228, "drivers": [ "N03", "M04", "N04", "N02", "N01" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: