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Valvoline's nearest audiences are food brands, TV procedurals, and candy — not other auto brands. Across the top 10 neighbors, zero share Valvoline's Auto subcategory; the set is instead a cross-kind mix of consumer packaged goods and broadcast television.
The shape is flat: scores run from 0.94 down to 0.91 with no single dominant neighbor. Wheat Thins (0.94) and BONES (0.94) sit at the top, separated by just 0.0002, followed closely by Pillsbury (0.93) and CSI: NY (0.93). Criminal Minds (0.93) rounds out the procedural cluster. By subcategory, the top 10 breaks down as four TV Shows (Marketing Channels), three Food brands, one Restaurant brand, one Musicians and Bands celebrity, and one Sweets brand — a genuinely mixed composition with no single subcategory commanding the set. The TV Shows are all network procedurals or long-running dramas; the food brands are mainstream grocery staples. Outback Steakhouse (0.92), Dairy Queen (0.92), and Kelly Clarkson (0.92) extend the pattern further, confirming that the audience shape Valvoline shares most closely belongs to broad, mainstream American consumer brands rather than anything automotive.
The absence of any Auto neighbor in the top 10 suggests Valvoline's social audience is defined less by automotive interest than by a general mainstream consumer profile that it shares with snack foods, casual dining chains, and network TV.
