[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"leaderboard-brand-automotive-volvo":3,"leaderboard-industry-automotive":109},{"pageState":4,"canonicalPath":5,"industryId":6,"industrySlug":7,"industryName":8,"collectionType":9,"brandId":10,"brandName":11,"brandSlug":12,"logoUrl":13,"websiteUrl":14,"overallScore":15,"industryRank":16,"brandCount":17,"enginesCovered":18,"lastUpdatedAt":19,"summary":20,"strengths":21,"weaknesses":22,"trendNotes":23,"seoTitle":24,"seoDescription":25,"faq":26,"engineBreakdowns":39,"competitors":79,"overallTrend":95,"interactionSummary":96,"liveInsights":98,"qualification":100},"CURRENT","/leaderboard/automotive/brands/volvo",4,"automotive","Automotive","INDUSTRY",4639,"Volvo","volvo","https://www.volvo.com/content/dam/volvo-gateway/markets/volvo-gateway/logo/black-volvo-wm.png","https://www.volvo.com/en/",11.75,22,30,8,"2026-08-12T04:21:09.656495Z","Volvo ranks #21 in the Automotive leaderboard with a 11 AI Index across 7 engines with current brand-level data. Its strongest current signal comes from DeepSeek, and the score should be read as AI visibility rather than market share or product quality.","Volvo is currently #21 out of 30 tracked Automotive entities, with a 11 AI Index in the latest public snapshot. Volvo trails Ferrari by 3.6 AI Index points.\n\nThe strongest engine-level signal comes from DeepSeek, where Volvo records a 18 AI Index and 0% mention rate. Qwen is the next strongest covered engine at 14 with a 0% mention rate.","The softer engine-level signal is MiniMax, where Volvo records a 1 AI Index and 0% mention rate. ChatGPT is another engine to watch at 10 with a 0% mention rate.\n\nKeep the scope narrow: this page measures how tracked AI engines surface Volvo in Automotive prompts. It does not rank product quality, sales, safety, or real-world market share.","Volvo's latest visible AI Index is 11. Read the trend together with engine coverage and mention-rate signals rather than as a standalone forecast.\n\nThat movement is useful context, but it is strongest when it lines up with engine coverage and mention-rate changes. A single score move should not be read as a full market or product signal.","Volvo AI Visibility in Automotive | AIvsRank","Review Volvo's AI visibility in Automotive: rank #21, 11 AI Index, 7 covered engines, and current competitor gaps in the AIvsRank leaderboard.",[27,30,33,36],{"question":28,"answer":29},"Why is Volvo ranked in the Automotive leaderboard?","Volvo is included because tracked AI engines surface it in Automotive prompts, and AIvsRank calculates its current visibility from rank position, recommendation strength, and mention-rate signals.",{"question":31,"answer":32},"Which engines are strongest and weakest for Volvo?","The strongest current signal is DeepSeek at 18 AI Index and 0% mention rate. The softest covered signal is MiniMax at 1 AI Index and 0% mention rate.",{"question":34,"answer":35},"Which entities should be compared with Volvo?","The most useful nearby comparison is Ferrari. Compare the score gap and engine-level table before treating rank movement as meaningful.",{"question":37,"answer":38},"How often is this page updated?","This page updates when a new completed Automotive leaderboard run is available. The current public snapshot was refreshed on 2026-05-09.",[40,46,51,57,61,66,70,76],{"engineCode":41,"engineName":41,"rank":42,"score":43,"mentionRate":44,"mentions":44,"runDate":45},"MiniMax",20,11,0,"2026-06-04T23:05:37.348916Z",{"engineCode":47,"engineName":48,"rank":42,"score":49,"mentionRate":44,"mentions":44,"runDate":50},"Qwen3.6","Qwen",7,"2026-06-04T23:08:29.809201Z",{"engineCode":52,"engineName":53,"rank":54,"score":55,"mentionRate":44,"mentions":44,"runDate":56},"grok-4-7-videofree","Grok 4.7 via VideoFree",16,13,"2026-08-12T04:21:04.372053Z",{"engineCode":58,"engineName":59,"rank":54,"score":54,"mentionRate":44,"mentions":44,"runDate":60},"chatgpt","ChatGPT","2026-08-12T04:21:05.505975Z",{"engineCode":62,"engineName":63,"rank":64,"score":43,"mentionRate":44,"mentions":44,"runDate":65},"gemini-3-5-flash-lite-openrouter","Gemini 3.5 Flash-Lite via 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Brands",[115,118,121],{"question":116,"answer":117},"How is the Automotive leaderboard calculated?","Overall ranking combines the latest AI visibility signals across tracked engines for Automotive, including rank position, recommendation strength, and mention-rate patterns.",{"question":119,"answer":120},"Why can Toyota lead overall but differ by engine?","Each AI engine can prefer different brands, evidence, freshness, and recommendation patterns, so engine-specific rankings can diverge from the combined leaderboard.",{"question":122,"answer":123},"How often is this Automotive leaderboard updated?","This leaderboard updates whenever new completed runs are available for Automotive, with the latest refresh date shown on the 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