[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"leaderboard-brand-enterprise-ai-search-knowledge-tools-amazon-q-business":3,"leaderboard-industry-enterprise-ai-search-knowledge-tools":75},{"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":21,"trendNotes":21,"seoTitle":22,"seoDescription":23,"faq":24,"engineBreakdowns":25,"competitors":46,"overallTrend":62,"interactionSummary":63,"liveInsights":65,"qualification":66},"CURRENT","/leaderboard/enterprise-ai-search-knowledge-tools/brands/amazon-q-business",80,"enterprise-ai-search-knowledge-tools","Enterprise AI Search & Knowledge Tools","CATEGORY",6032,"Amazon Q Business","amazon-q-business","https://a0.awsstatic.com/main/images/site/touch-icon-ipad-144-precomposed.png","https://aws.amazon.com/q/business/",88.47,5,20,3,"Wed Aug 12 2026 07:11:30 GMT+0000 (Coordinated Universal Time)","Amazon Q Business ranks #5 in Enterprise AI Search & Knowledge Tools with an overall AI visibility score of 88.47.","","Amazon Q Business AI Visibility in Enterprise AI Search & Knowledge Tools | AIvsRank","Amazon Q Business ranks #5 in the Enterprise AI Search & Knowledge Tools AI visibility leaderboard.",[],[26,34,40],{"engineCode":27,"engineName":28,"rank":29,"score":30,"mentionRate":31,"mentions":32,"runDate":33},"chatgpt","ChatGPT",6,87.65,88,0,"2026-08-12T07:11:23.486Z",{"engineCode":35,"engineName":36,"rank":18,"score":37,"mentionRate":38,"mentions":32,"runDate":39},"gemini-3-5-flash-lite-openrouter","Gemini 3.5 Flash-Lite via OpenRouter",89.6,90,"2026-08-12T07:11:27.061Z",{"engineCode":41,"engineName":42,"rank":43,"score":44,"mentionRate":31,"mentions":32,"runDate":45},"claude-haiku-4-5-openrouter","Claude Haiku 4.5 via OpenRouter",4,88.15,"2026-08-12T07:11:30.721Z",[47,52,57],{"brandName":48,"brandSlug":49,"rank":43,"overallScore":50,"scoreGap":51},"Sinequa","sinequa",88.51,-0.04,{"brandName":53,"brandSlug":54,"rank":29,"overallScore":55,"scoreGap":56},"Guru","guru",87.75,0.72,{"brandName":58,"brandSlug":59,"rank":18,"overallScore":60,"scoreGap":61},"Microsoft 365 Copilot Search","microsoft-365-copilot-search",89.06,-0.59,[],{"upvoteCount":32,"followCount":32,"isUpvoted":64,"isFollowed":64},false,{"rankInterpretation":21,"engineDivergenceInterpretation":21,"competitorGapInterpretation":21,"trendInterpretation":21},{"state":67,"indexable":68,"sitemapEligible":68,"linkEligible":68,"contentCompleteness":69,"reasonCodes":70,"dataAsOf":73,"freshUntil":74,"lastModifiedAt":73},"current",true,"complete",[71,72],"historical_accepted_path_preserved","retained_accepted_lkg","2026-08-25T10:58:58.437Z","2026-09-24T10:58:58.437Z",{"id":6,"slug":7,"nameCn":76,"nameEn":8,"collectionType":9,"qualification":77,"brandCount":17,"contentIntro":79,"contentSummary":80,"contentEngineNotes":81,"contentWhyItMatters":82,"seoTitleOverride":83,"seoDescriptionOverride":84,"faq":85,"engines":98,"overallRankings":135,"publishedBrandLinks":270,"latestRuns":291,"liveInsights":459},"AI知识库与企业搜索工具",{"state":67,"indexable":68,"sitemapEligible":68,"linkEligible":68,"contentCompleteness":69,"reasonCodes":78,"dataAsOf":73,"freshUntil":74,"lastModifiedAt":73},[71,72],"Enterprise AI Search & Knowledge Tools tracks which enterprise AI search and knowledge tools are most consistently surfaced by AI answer engines for enterprise search, knowledge discovery, permission-aware answers, relevance ranking, and workplace AI-search prompts. This page is meant to answer enterprise AI search tool rankings intent directly, using AI visibility evidence rather than a generic market-share list.\n\nIn the current public snapshot, #1 Glean (94.7 mention-rate signal), #2 Microsoft 365 Copilot Search (89.7 mention-rate signal), #3 Sinequa (88.7 mention-rate signal). Use the overall ranking for the combined AI visibility view, then open engine tabs to see whether each product is broadly visible or depends on a smaller set of answer systems.","Enterprise AI Search & Knowledge Tools is a public AI visibility leaderboard for enterprise AI search and knowledge tools. It helps searchers compare which products AI systems mention, rank, and recommend when answering enterprise search, knowledge discovery, permission-aware answers, relevance ranking, and workplace AI-search prompts.\n\nThe ranking should be read together with engine coverage, mention-rate signals, rank gaps, and the latest completed runs. A high rank means the product is visible in tracked AI answers; it does not by itself prove product quality, market share, pricing fit, or customer satisfaction.\n\nFor SEO and AEO review, this page now makes the enterprise AI search tool rankings intent explicit: compare public ranking evidence first, then use a private AI visibility tracker when you need monitored prompts, owned brands, competitors, and recurring alerting.","Engine tabs show how tracked AI systems differ when answering Enterprise AI Search & Knowledge Tools prompts. Some engines emphasize widely known products; others respond more strongly to workflow fit, cited context, or category-specific wording.\n\nUse the engine view to separate broad AI visibility from single-engine strength. If one product ranks well overall but is weak in a specific engine, that gap is often more actionable than the overall rank alone.","Enterprise AI Search & Knowledge Tools matters because AI answer engines increasingly shape which products buyers discover before they visit a vendor site, review platform, or traditional search result. Public leaderboard data gives a shared benchmark for enterprise search tools, AI-powered relevance ranking, citation context, and AI visibility benchmark usage.\n\nThe page is intentionally scoped: it explains AI visibility and answer-engine ranking signals. It does not change canonical URLs, robots rules, sitemap inclusion, or underlying ranking data, and it should not be treated as a substitute for product evaluation or private brand monitoring.","Enterprise AI Search Tool Rankings | AIvsRank","Compare enterprise AI search and knowledge tools by AI visibility, relevance-ranking context, citations, and engine coverage.",[86,89,92,95],{"question":87,"answer":88},"What does this Enterprise AI Search & Knowledge Tools leaderboard rank?","It ranks enterprise AI search and knowledge tools by public AI visibility signals across tracked answer engines, including ranking position, mention-rate signals, and engine-level coverage.",{"question":90,"answer":91},"How should I use the overall ranking?","Use the overall ranking as a quick benchmark for enterprise AI search tool rankings. Then compare engine tabs, rank gaps, and mention signals before deciding whether the visibility is broad or concentrated.",{"question":93,"answer":94},"Why can rankings differ by AI engine?","Each AI engine can rely on different retrieval sources, model behavior, prompt interpretation, and evidence weighting, so engine-specific rankings can diverge from the overall view.",{"question":96,"answer":97},"When do I need a private tracker instead of this public page?","Use the public page for category benchmarking. Use a private AI visibility tracker when you need monitored prompts, your own brand, competitors, alerts, and repeatable reporting.",[99,103,107,111,116,121,123,125,127,131],{"id":100,"code":101,"slug":102,"displayName":101},1000005,"Sonar","perplexity",{"id":104,"code":105,"slug":106,"displayName":105},1000007,"MiniMax","minimax",{"id":108,"code":109,"slug":110,"displayName":109},1000008,"GLM","glm",{"id":112,"code":113,"slug":114,"displayName":115},1000009,"Qwen3.6","qwen","Qwen",{"id":117,"code":118,"slug":119,"displayName":120},1,"grok-4-5-videofree","grok","Grok 4.5 via VideoFree",{"id":122,"code":27,"slug":27,"displayName":28},2,{"id":18,"code":35,"slug":124,"displayName":36},"gemini",{"id":43,"code":41,"slug":126,"displayName":42},"claude",{"id":16,"code":128,"slug":129,"displayName":130},"kimi-k2-7-code-openrouter","kimi","Kimi K2.7 Code via OpenRouter",{"id":29,"code":132,"slug":133,"displayName":134},"deepseek-v4-flash-bailian","deepseek","DeepSeek V4 Flash via Bailian",[136,143,149,153,157,159,163,171,179,185,193,201,209,217,225,232,240,247,255,263],{"rank":117,"brandName":137,"brandSlug":138,"logoUrl":139,"websiteUrl":140,"compositeIndex":141,"mentionRate":142},"Glean","glean","https://cdn.prod.website-files.com/6127a84dfe068e153ef20572/67189bfac8da27b3a70ddd93_256%20x%20256%20Glean%20Favicon.png","https://www.glean.com/",93.56,93.71,{"rank":122,"brandName":144,"brandSlug":145,"logoUrl":146,"websiteUrl":147,"compositeIndex":148,"mentionRate":148},"Coveo","coveo","https://www.coveo.com/-/media/library/images/logos/thrive/coveo_publication_logo.svg","https://www.coveo.com/",89.33,{"rank":18,"brandName":58,"brandSlug":59,"logoUrl":150,"websiteUrl":151,"compositeIndex":60,"mentionRate":152},"https://www.microsoft.com/apple-touch-icon.png","https://www.microsoft.com/en-us/microsoft-365/copilot",88.86,{"rank":43,"brandName":48,"brandSlug":49,"logoUrl":154,"websiteUrl":155,"compositeIndex":50,"mentionRate":156},"https://www.sinequa.com/wp-content/themes/sinequa/img/sinequa-logo.svg","https://www.sinequa.com/",88.14,{"rank":16,"brandName":11,"brandSlug":12,"logoUrl":13,"websiteUrl":14,"compositeIndex":15,"mentionRate":158},88.67,{"rank":29,"brandName":53,"brandSlug":54,"logoUrl":160,"websiteUrl":161,"compositeIndex":55,"mentionRate":162},"https://cdn.prod.website-files.com/5d8d029013ffd80bbb91320d/6216a21ee8829c7531435bc8_Guru_G_Black%202256.png","https://www.getguru.com/",87.57,{"rank":164,"brandName":165,"brandSlug":166,"logoUrl":167,"websiteUrl":168,"compositeIndex":169,"mentionRate":170},7,"Atlassian Rovo","atlassian-rovo","https://www.atlassian.com/apple-touch-icon.png","https://www.atlassian.com/software/rovo",86.66,86.57,{"rank":172,"brandName":173,"brandSlug":174,"logoUrl":175,"websiteUrl":176,"compositeIndex":177,"mentionRate":178},8,"Elastic Enterprise Search","elastic-enterprise-search","https://www.elastic.co/apple-touch-icon.png","https://www.elastic.co/enterprise-search",85.98,85.67,{"rank":180,"brandName":181,"brandSlug":182,"logoUrl":183,"websiteUrl":184,"compositeIndex":177,"mentionRate":178},9,"Lucidworks Fusion","lucidworks-fusion","https://favicon.im/lucidworks.com?larger=true","https://lucidworks.com/",{"rank":186,"brandName":187,"brandSlug":188,"logoUrl":189,"websiteUrl":190,"compositeIndex":191,"mentionRate":192},10,"Moveworks Enterprise Search","moveworks-enterprise-search","https://www.moveworks.com/content/dam/images/internal/logos/moveworks-logo-lockup-black.svg?v=1764969533115","https://www.moveworks.com/",84.83,84.43,{"rank":194,"brandName":195,"brandSlug":196,"logoUrl":197,"websiteUrl":198,"compositeIndex":199,"mentionRate":200},11,"Dashworks","dashworks","https://assets-global.website-files.com/6564f1a6b003d2f4a39394ed/6564f1a6b003d2f4a39397ff_Logo.svg","https://www.dashworks.ai/",84.57,84.33,{"rank":202,"brandName":203,"brandSlug":204,"logoUrl":205,"websiteUrl":206,"compositeIndex":207,"mentionRate":208},12,"Pryon","pryon","https://cdn.prod.website-files.com/65cbae0a3956181cf7a74c75/663947f470b4f652e056f6f1_pryon_favicon.jpg","https://www.pryon.com/",83.92,83.67,{"rank":210,"brandName":211,"brandSlug":212,"logoUrl":213,"websiteUrl":214,"compositeIndex":215,"mentionRate":216},13,"Notion Enterprise Search","notion-enterprise-search","https://images.ctfassets.net/spoqsaf9291f/1t60tEFcTkM3U7exA00NFk/7041593e3de66d7aea40161466becc7f/Remote-logo-color.svg","https://www.notion.com/product/enterprise-search",82.74,81.71,{"rank":218,"brandName":219,"brandSlug":220,"logoUrl":221,"websiteUrl":222,"compositeIndex":223,"mentionRate":224},14,"GoSearch","gosearch","https://content.golinks.io/hubfs/GoSearch%20AI%20Enterprise%20Search%20Logo.png","https://www.gosearch.ai/",81.22,80.67,{"rank":226,"brandName":227,"brandSlug":228,"logoUrl":229,"websiteUrl":230,"compositeIndex":231,"mentionRate":224},15,"Capacity","capacity","https://capacity.com/apple-touch-icon.png","https://capacity.com/",81.2,{"rank":233,"brandName":234,"brandSlug":235,"logoUrl":236,"websiteUrl":237,"compositeIndex":238,"mentionRate":239},16,"Bloomfire","bloomfire","https://bloomfire.com/wp-content/uploads/2023/08/main-logo-black.svg","https://bloomfire.com/",79.87,79,{"rank":241,"brandName":242,"brandSlug":243,"logoUrl":244,"websiteUrl":245,"compositeIndex":246,"mentionRate":239},17,"Lucy","lucy","https://favicon.im/lucy.ai?larger=true","https://www.lucy.ai/",79.77,{"rank":248,"brandName":249,"brandSlug":250,"logoUrl":251,"websiteUrl":252,"compositeIndex":253,"mentionRate":254},18,"Coda Brain","coda-brain","https://cdn.coda.io/icons/png/color/coda-apple-120.png","https://coda.io/product/ai",76.59,75.71,{"rank":256,"brandName":257,"brandSlug":258,"logoUrl":259,"websiteUrl":260,"compositeIndex":261,"mentionRate":262},19,"Tettra","tettra","https://tettra.com/apple-touch-icon.png","https://tettra.com/",75.86,74.57,{"rank":17,"brandName":264,"brandSlug":265,"logoUrl":266,"websiteUrl":267,"compositeIndex":268,"mentionRate":269},"Yaara","yaara","https://yaara.ai/favicon.ico","https://yaara.ai/",74.52,74,[271,272,273,274,275,276,277,278,279,280,281,282,283,284,285,286,287,288,289,290],{"brandName":11,"brandSlug":12},{"brandName":165,"brandSlug":166},{"brandName":234,"brandSlug":235},{"brandName":227,"brandSlug":228},{"brandName":249,"brandSlug":250},{"brandName":144,"brandSlug":145},{"brandName":195,"brandSlug":196},{"brandName":173,"brandSlug":174},{"brandName":137,"brandSlug":138},{"brandName":219,"brandSlug":220},{"brandName":53,"brandSlug":54},{"brandName":181,"brandSlug":182},{"brandName":242,"brandSlug":243},{"brandName":58,"brandSlug":59},{"brandName":187,"brandSlug":188},{"brandName":211,"brandSlug":212},{"brandName":203,"brandSlug":204},{"brandName":48,"brandSlug":49},{"brandName":257,"brandSlug":258},{"brandName":264,"brandSlug":265},[292,328,357,379,400,415,437],{"engineConfigId":104,"engineDisplayName":105,"runDate":293,"brandCount":186,"rankings":294},"2026-04-28T06:05:01.537Z",[295,299,303,307,310,313,316,318,321,325],{"rank":117,"brandName":137,"brandSlug":138,"logoUrl":139,"websiteUrl":140,"compositeIndex":296,"mentionRate":297,"rankScore":298,"recommendStrength":38,"firstMentionRate":31,"mentionCount":32,"totalQuestions":16,"rankPosition":117},91.7,92,94,{"rank":122,"brandName":53,"brandSlug":54,"logoUrl":160,"websiteUrl":161,"compositeIndex":300,"mentionRate":31,"rankScore":38,"recommendStrength":301,"firstMentionRate":302,"mentionCount":32,"totalQuestions":16,"rankPosition":122},87.8,86,85,{"rank":18,"brandName":48,"brandSlug":49,"logoUrl":154,"websiteUrl":155,"compositeIndex":304,"mentionRate":302,"rankScore":31,"recommendStrength":305,"firstMentionRate":306,"mentionCount":32,"totalQuestions":16,"rankPosition":18},85.25,87,78,{"rank":43,"brandName":165,"brandSlug":166,"logoUrl":167,"websiteUrl":168,"compositeIndex":308,"mentionRate":309,"rankScore":302,"recommendStrength":6,"firstMentionRate":31,"mentionCount":32,"totalQuestions":16,"rankPosition":43},83.15,82,{"rank":16,"brandName":58,"brandSlug":59,"logoUrl":150,"websiteUrl":151,"compositeIndex":311,"mentionRate":6,"rankScore":312,"recommendStrength":302,"firstMentionRate":31,"mentionCount":32,"totalQuestions":16,"rankPosition":16},82.4,83,{"rank":29,"brandName":211,"brandSlug":212,"logoUrl":213,"websiteUrl":214,"compositeIndex":314,"mentionRate":315,"rankScore":6,"recommendStrength":309,"firstMentionRate":38,"mentionCount":32,"totalQuestions":16,"rankPosition":29},79.5,76,{"rank":164,"brandName":187,"brandSlug":188,"logoUrl":189,"websiteUrl":190,"compositeIndex":317,"mentionRate":269,"rankScore":306,"recommendStrength":6,"firstMentionRate":309,"mentionCount":32,"totalQuestions":16,"rankPosition":164},76.8,{"rank":172,"brandName":249,"brandSlug":250,"logoUrl":251,"websiteUrl":252,"compositeIndex":319,"mentionRate":320,"rankScore":315,"recommendStrength":269,"firstMentionRate":309,"mentionCount":32,"totalQuestions":16,"rankPosition":172},74.5,72,{"rank":180,"brandName":234,"brandSlug":235,"logoUrl":236,"websiteUrl":237,"compositeIndex":322,"mentionRate":323,"rankScore":324,"recommendStrength":269,"firstMentionRate":306,"mentionCount":32,"totalQuestions":16,"rankPosition":180},72.85,70,75,{"rank":186,"brandName":257,"brandSlug":258,"logoUrl":259,"websiteUrl":260,"compositeIndex":326,"mentionRate":327,"rankScore":320,"recommendStrength":323,"firstMentionRate":6,"mentionCount":32,"totalQuestions":16,"rankPosition":186},70.7,68,{"engineConfigId":117,"engineDisplayName":120,"runDate":329,"brandCount":186,"rankings":330},"2026-04-28T06:05:02.055Z",[331,335,339,342,344,347,349,351,354,355],{"rank":117,"brandName":137,"brandSlug":138,"logoUrl":139,"websiteUrl":140,"compositeIndex":332,"mentionRate":333,"rankScore":334,"recommendStrength":298,"firstMentionRate":297,"mentionCount":32,"totalQuestions":16,"rankPosition":117},95.5,95,98,{"rank":122,"brandName":58,"brandSlug":59,"logoUrl":150,"websiteUrl":151,"compositeIndex":336,"mentionRate":298,"rankScore":337,"recommendStrength":333,"firstMentionRate":338,"mentionCount":32,"totalQuestions":16,"rankPosition":122},94.65,96,93,{"rank":18,"brandName":48,"brandSlug":49,"logoUrl":154,"websiteUrl":155,"compositeIndex":340,"mentionRate":338,"rankScore":333,"recommendStrength":297,"firstMentionRate":341,"mentionCount":32,"totalQuestions":16,"rankPosition":18},93.05,89,{"rank":43,"brandName":53,"brandSlug":54,"logoUrl":160,"websiteUrl":161,"compositeIndex":343,"mentionRate":297,"rankScore":298,"recommendStrength":38,"firstMentionRate":338,"mentionCount":32,"totalQuestions":16,"rankPosition":43},92.3,{"rank":16,"brandName":165,"brandSlug":166,"logoUrl":167,"websiteUrl":168,"compositeIndex":345,"mentionRate":38,"rankScore":297,"recommendStrength":31,"firstMentionRate":346,"mentionCount":32,"totalQuestions":16,"rankPosition":16},90.6,91,{"rank":29,"brandName":211,"brandSlug":212,"logoUrl":213,"websiteUrl":214,"compositeIndex":348,"mentionRate":31,"rankScore":38,"recommendStrength":301,"firstMentionRate":297,"mentionCount":32,"totalQuestions":16,"rankPosition":29},88.7,{"rank":164,"brandName":234,"brandSlug":235,"logoUrl":236,"websiteUrl":237,"compositeIndex":350,"mentionRate":302,"rankScore":305,"recommendStrength":312,"firstMentionRate":31,"mentionCount":32,"totalQuestions":16,"rankPosition":164},85.6,{"rank":172,"brandName":187,"brandSlug":188,"logoUrl":189,"websiteUrl":190,"compositeIndex":352,"mentionRate":309,"rankScore":302,"recommendStrength":6,"firstMentionRate":353,"mentionCount":32,"totalQuestions":16,"rankPosition":172},82.75,84,{"rank":180,"brandName":249,"brandSlug":250,"logoUrl":251,"websiteUrl":252,"compositeIndex":239,"mentionRate":306,"rankScore":6,"recommendStrength":315,"firstMentionRate":302,"mentionCount":32,"totalQuestions":16,"rankPosition":180},{"rank":186,"brandName":257,"brandSlug":258,"logoUrl":259,"websiteUrl":260,"compositeIndex":356,"mentionRate":320,"rankScore":324,"recommendStrength":323,"firstMentionRate":6,"mentionCount":32,"totalQuestions":16,"rankPosition":186},73.25,{"engineConfigId":122,"engineDisplayName":28,"runDate":33,"brandCount":17,"rankings":358},[359,361,363,364,367,369,371,373,376,378],{"rank":117,"brandName":137,"brandSlug":138,"logoUrl":139,"websiteUrl":140,"compositeIndex":360,"mentionRate":338,"rankScore":298,"recommendStrength":341,"firstMentionRate":346,"mentionCount":32,"totalQuestions":16,"rankPosition":117},92.45,{"rank":122,"brandName":187,"brandSlug":188,"logoUrl":189,"websiteUrl":190,"compositeIndex":362,"mentionRate":341,"rankScore":38,"recommendStrength":305,"firstMentionRate":31,"mentionCount":32,"totalQuestions":16,"rankPosition":122},88.85,{"rank":18,"brandName":144,"brandSlug":145,"logoUrl":146,"websiteUrl":147,"compositeIndex":362,"mentionRate":341,"rankScore":297,"recommendStrength":341,"firstMentionRate":239,"mentionCount":32,"totalQuestions":16,"rankPosition":18},{"rank":43,"brandName":48,"brandSlug":49,"logoUrl":154,"websiteUrl":155,"compositeIndex":365,"mentionRate":341,"rankScore":297,"recommendStrength":31,"firstMentionRate":366,"mentionCount":32,"totalQuestions":16,"rankPosition":43},88.4,77,{"rank":16,"brandName":58,"brandSlug":59,"logoUrl":150,"websiteUrl":151,"compositeIndex":368,"mentionRate":31,"rankScore":341,"recommendStrength":305,"firstMentionRate":301,"mentionCount":32,"totalQuestions":16,"rankPosition":16},87.9,{"rank":29,"brandName":11,"brandSlug":12,"logoUrl":13,"websiteUrl":14,"compositeIndex":30,"mentionRate":31,"rankScore":38,"recommendStrength":305,"firstMentionRate":370,"mentionCount":32,"totalQuestions":16,"rankPosition":29},81,{"rank":164,"brandName":165,"brandSlug":166,"logoUrl":167,"websiteUrl":168,"compositeIndex":372,"mentionRate":305,"rankScore":31,"recommendStrength":353,"firstMentionRate":305,"mentionCount":32,"totalQuestions":16,"rankPosition":164},86.8,{"rank":172,"brandName":173,"brandSlug":174,"logoUrl":175,"websiteUrl":176,"compositeIndex":374,"mentionRate":301,"rankScore":346,"recommendStrength":31,"firstMentionRate":375,"mentionCount":32,"totalQuestions":16,"rankPosition":172},86.45,73,{"rank":180,"brandName":181,"brandSlug":182,"logoUrl":183,"websiteUrl":184,"compositeIndex":377,"mentionRate":302,"rankScore":38,"recommendStrength":305,"firstMentionRate":320,"mentionCount":32,"totalQuestions":16,"rankPosition":180},85.45,{"rank":186,"brandName":195,"brandSlug":196,"logoUrl":197,"websiteUrl":198,"compositeIndex":302,"mentionRate":302,"rankScore":301,"recommendStrength":309,"firstMentionRate":305,"mentionCount":32,"totalQuestions":16,"rankPosition":186},{"engineConfigId":18,"engineDisplayName":36,"runDate":39,"brandCount":17,"rankings":380},[381,383,385,386,388,390,392,394,396,398],{"rank":117,"brandName":137,"brandSlug":138,"logoUrl":139,"websiteUrl":140,"compositeIndex":382,"mentionRate":298,"rankScore":333,"recommendStrength":297,"firstMentionRate":338,"mentionCount":32,"totalQuestions":16,"rankPosition":117},93.85,{"rank":122,"brandName":58,"brandSlug":59,"logoUrl":150,"websiteUrl":151,"compositeIndex":384,"mentionRate":346,"rankScore":297,"recommendStrength":38,"firstMentionRate":31,"mentionCount":32,"totalQuestions":16,"rankPosition":122},90.8,{"rank":18,"brandName":11,"brandSlug":12,"logoUrl":13,"websiteUrl":14,"compositeIndex":37,"mentionRate":38,"rankScore":346,"recommendStrength":341,"firstMentionRate":302,"mentionCount":32,"totalQuestions":16,"rankPosition":18},{"rank":43,"brandName":144,"brandSlug":145,"logoUrl":146,"websiteUrl":147,"compositeIndex":387,"mentionRate":341,"rankScore":297,"recommendStrength":31,"firstMentionRate":353,"mentionCount":32,"totalQuestions":16,"rankPosition":43},89.2,{"rank":16,"brandName":187,"brandSlug":188,"logoUrl":189,"websiteUrl":190,"compositeIndex":389,"mentionRate":341,"rankScore":38,"recommendStrength":31,"firstMentionRate":305,"mentionCount":32,"totalQuestions":16,"rankPosition":16},88.9,{"rank":29,"brandName":165,"brandSlug":166,"logoUrl":167,"websiteUrl":168,"compositeIndex":391,"mentionRate":31,"rankScore":341,"recommendStrength":301,"firstMentionRate":305,"mentionCount":32,"totalQuestions":16,"rankPosition":29},87.85,{"rank":164,"brandName":53,"brandSlug":54,"logoUrl":160,"websiteUrl":161,"compositeIndex":393,"mentionRate":301,"rankScore":305,"recommendStrength":302,"firstMentionRate":31,"mentionCount":32,"totalQuestions":16,"rankPosition":164},86.3,{"rank":172,"brandName":173,"brandSlug":174,"logoUrl":175,"websiteUrl":176,"compositeIndex":395,"mentionRate":301,"rankScore":31,"recommendStrength":305,"firstMentionRate":6,"mentionCount":32,"totalQuestions":16,"rankPosition":172},86.15,{"rank":180,"brandName":48,"brandSlug":49,"logoUrl":154,"websiteUrl":155,"compositeIndex":397,"mentionRate":302,"rankScore":31,"recommendStrength":301,"firstMentionRate":370,"mentionCount":32,"totalQuestions":16,"rankPosition":180},85.7,{"rank":186,"brandName":181,"brandSlug":182,"logoUrl":183,"websiteUrl":184,"compositeIndex":399,"mentionRate":302,"rankScore":31,"recommendStrength":301,"firstMentionRate":239,"mentionCount":32,"totalQuestions":16,"rankPosition":186},85.5,{"engineConfigId":43,"engineDisplayName":42,"runDate":45,"brandCount":17,"rankings":401},[402,403,405,406,407,408,409,410,411,413],{"rank":117,"brandName":137,"brandSlug":138,"logoUrl":139,"websiteUrl":140,"compositeIndex":296,"mentionRate":297,"rankScore":298,"recommendStrength":38,"firstMentionRate":31,"mentionCount":32,"totalQuestions":16,"rankPosition":117},{"rank":122,"brandName":144,"brandSlug":145,"logoUrl":146,"websiteUrl":147,"compositeIndex":404,"mentionRate":38,"rankScore":297,"recommendStrength":341,"firstMentionRate":301,"mentionCount":32,"totalQuestions":16,"rankPosition":122},89.95,{"rank":18,"brandName":48,"brandSlug":49,"logoUrl":154,"websiteUrl":155,"compositeIndex":362,"mentionRate":341,"rankScore":346,"recommendStrength":31,"firstMentionRate":353,"mentionCount":32,"totalQuestions":16,"rankPosition":18},{"rank":43,"brandName":11,"brandSlug":12,"logoUrl":13,"websiteUrl":14,"compositeIndex":44,"mentionRate":31,"rankScore":38,"recommendStrength":305,"firstMentionRate":302,"mentionCount":32,"totalQuestions":16,"rankPosition":43},{"rank":16,"brandName":58,"brandSlug":59,"logoUrl":150,"websiteUrl":151,"compositeIndex":30,"mentionRate":305,"rankScore":341,"recommendStrength":301,"firstMentionRate":341,"mentionCount":32,"totalQuestions":16,"rankPosition":16},{"rank":29,"brandName":181,"brandSlug":182,"logoUrl":183,"websiteUrl":184,"compositeIndex":305,"mentionRate":305,"rankScore":341,"recommendStrength":305,"firstMentionRate":370,"mentionCount":32,"totalQuestions":16,"rankPosition":29},{"rank":164,"brandName":187,"brandSlug":188,"logoUrl":189,"websiteUrl":190,"compositeIndex":374,"mentionRate":301,"rankScore":31,"recommendStrength":302,"firstMentionRate":305,"mentionCount":32,"totalQuestions":16,"rankPosition":164},{"rank":172,"brandName":195,"brandSlug":196,"logoUrl":197,"websiteUrl":198,"compositeIndex":393,"mentionRate":301,"rankScore":305,"recommendStrength":302,"firstMentionRate":31,"mentionCount":32,"totalQuestions":16,"rankPosition":172},{"rank":180,"brandName":173,"brandSlug":174,"logoUrl":175,"websiteUrl":176,"compositeIndex":412,"mentionRate":302,"rankScore":305,"recommendStrength":301,"firstMentionRate":309,"mentionCount":32,"totalQuestions":16,"rankPosition":180},85.35,{"rank":186,"brandName":53,"brandSlug":54,"logoUrl":160,"websiteUrl":161,"compositeIndex":414,"mentionRate":302,"rankScore":305,"recommendStrength":312,"firstMentionRate":301,"mentionCount":32,"totalQuestions":16,"rankPosition":186},85.2,{"engineConfigId":16,"engineDisplayName":130,"runDate":416,"brandCount":186,"rankings":417},"2026-04-28T06:05:02.580Z",[418,420,422,423,425,427,429,431,433,435],{"rank":117,"brandName":137,"brandSlug":138,"logoUrl":139,"websiteUrl":140,"compositeIndex":419,"mentionRate":333,"rankScore":337,"recommendStrength":298,"firstMentionRate":297,"mentionCount":32,"totalQuestions":16,"rankPosition":117},94.8,{"rank":122,"brandName":58,"brandSlug":59,"logoUrl":150,"websiteUrl":151,"compositeIndex":421,"mentionRate":38,"rankScore":341,"recommendStrength":31,"firstMentionRate":305,"mentionCount":32,"totalQuestions":16,"rankPosition":122},89.05,{"rank":18,"brandName":48,"brandSlug":49,"logoUrl":154,"websiteUrl":155,"compositeIndex":341,"mentionRate":341,"rankScore":297,"recommendStrength":38,"firstMentionRate":306,"mentionCount":32,"totalQuestions":16,"rankPosition":18},{"rank":43,"brandName":53,"brandSlug":54,"logoUrl":160,"websiteUrl":161,"compositeIndex":424,"mentionRate":31,"rankScore":305,"recommendStrength":301,"firstMentionRate":38,"mentionCount":32,"totalQuestions":16,"rankPosition":43},87.55,{"rank":16,"brandName":165,"brandSlug":166,"logoUrl":167,"websiteUrl":168,"compositeIndex":426,"mentionRate":305,"rankScore":31,"recommendStrength":302,"firstMentionRate":341,"mentionCount":32,"totalQuestions":16,"rankPosition":16},87.05,{"rank":29,"brandName":187,"brandSlug":188,"logoUrl":189,"websiteUrl":190,"compositeIndex":428,"mentionRate":301,"rankScore":302,"recommendStrength":305,"firstMentionRate":302,"mentionCount":32,"totalQuestions":16,"rankPosition":29},85.8,{"rank":164,"brandName":211,"brandSlug":212,"logoUrl":213,"websiteUrl":214,"compositeIndex":430,"mentionRate":353,"rankScore":309,"recommendStrength":301,"firstMentionRate":346,"mentionCount":32,"totalQuestions":16,"rankPosition":164},84.4,{"rank":172,"brandName":234,"brandSlug":235,"logoUrl":236,"websiteUrl":237,"compositeIndex":432,"mentionRate":239,"rankScore":306,"recommendStrength":309,"firstMentionRate":353,"mentionCount":32,"totalQuestions":16,"rankPosition":172},79.8,{"rank":180,"brandName":257,"brandSlug":258,"logoUrl":259,"websiteUrl":260,"compositeIndex":434,"mentionRate":269,"rankScore":320,"recommendStrength":306,"firstMentionRate":302,"mentionCount":32,"totalQuestions":16,"rankPosition":180},75.4,{"rank":186,"brandName":249,"brandSlug":250,"logoUrl":251,"websiteUrl":252,"compositeIndex":436,"mentionRate":375,"rankScore":323,"recommendStrength":324,"firstMentionRate":309,"mentionCount":32,"totalQuestions":16,"rankPosition":186},73.55,{"engineConfigId":29,"engineDisplayName":134,"runDate":438,"brandCount":186,"rankings":439},"2026-04-28T06:05:00.342Z",[440,443,444,446,448,449,451,453,455,457],{"rank":117,"brandName":137,"brandSlug":138,"logoUrl":139,"websiteUrl":140,"compositeIndex":441,"mentionRate":333,"rankScore":442,"recommendStrength":338,"firstMentionRate":346,"mentionCount":32,"totalQuestions":16,"rankPosition":117},94.9,97,{"rank":122,"brandName":58,"brandSlug":59,"logoUrl":150,"websiteUrl":151,"compositeIndex":346,"mentionRate":297,"rankScore":38,"recommendStrength":31,"firstMentionRate":298,"mentionCount":32,"totalQuestions":16,"rankPosition":122},{"rank":18,"brandName":53,"brandSlug":54,"logoUrl":160,"websiteUrl":161,"compositeIndex":445,"mentionRate":38,"rankScore":297,"recommendStrength":38,"firstMentionRate":341,"mentionCount":32,"totalQuestions":16,"rankPosition":18},90.5,{"rank":43,"brandName":48,"brandSlug":49,"logoUrl":154,"websiteUrl":155,"compositeIndex":447,"mentionRate":305,"rankScore":333,"recommendStrength":297,"firstMentionRate":6,"mentionCount":32,"totalQuestions":16,"rankPosition":43},89.35,{"rank":16,"brandName":165,"brandSlug":166,"logoUrl":167,"websiteUrl":168,"compositeIndex":426,"mentionRate":31,"rankScore":302,"recommendStrength":301,"firstMentionRate":38,"mentionCount":32,"totalQuestions":16,"rankPosition":16},{"rank":29,"brandName":187,"brandSlug":188,"logoUrl":189,"websiteUrl":190,"compositeIndex":450,"mentionRate":302,"rankScore":309,"recommendStrength":305,"firstMentionRate":312,"mentionCount":32,"totalQuestions":16,"rankPosition":29},84.25,{"rank":164,"brandName":211,"brandSlug":212,"logoUrl":213,"websiteUrl":214,"compositeIndex":452,"mentionRate":309,"rankScore":6,"recommendStrength":302,"firstMentionRate":31,"mentionCount":32,"totalQuestions":16,"rankPosition":164},82.65,{"rank":172,"brandName":234,"brandSlug":235,"logoUrl":236,"websiteUrl":237,"compositeIndex":454,"mentionRate":6,"rankScore":306,"recommendStrength":309,"firstMentionRate":302,"mentionCount":32,"totalQuestions":16,"rankPosition":172},80.2,{"rank":180,"brandName":257,"brandSlug":258,"logoUrl":259,"websiteUrl":260,"compositeIndex":456,"mentionRate":366,"rankScore":324,"recommendStrength":6,"firstMentionRate":309,"mentionCount":32,"totalQuestions":16,"rankPosition":180},77.35,{"rank":186,"brandName":249,"brandSlug":250,"logoUrl":251,"websiteUrl":252,"compositeIndex":458,"mentionRate":324,"rankScore":320,"recommendStrength":306,"firstMentionRate":353,"mentionCount":32,"totalQuestions":16,"rankPosition":186},75.5,{"rankingTakeaways":460,"selectedRankingDescription":21},[]]