{ "auditDate": "2026-05-31", "sampleSize": 60, "rows": [ { "businessName": "Bold Street Coffee", "websiteUrl": "https://boldstreetcoffee.co.uk", "category": "local", "industry": "Coffee shop", "countryRegion": "Liverpool, UK", "mainCommercialKeyword": "best coffee shop Liverpool", "directCompetitors": [ "200 Degrees Coffee", "Bean Coffee Roasters", "92 Degrees" ], "websiteReadinessScore": 100, "aiRecommendationPresence": "yes", "aiCitationCount": 0, "aiMentionCount": 1, "aiCompetitorMentionedInstead": "", "externalCitationSurfaceScore": 38, "redditEvidence": "unknown", "youtubeEvidence": "yes", "wikipediaEvidence": "no", "wikidataEvidence": "no", "reviewPlatformEvidence": "no", "directoryProfileEvidence": "yes", "newsOrPublisherEvidence": "no", "linkedExternalProofCount": 4, "linkedExternalProofExamples": [ "https://www.facebook.com/bold.streetcoffee", "https://www.instagram.com/boldstreetcoffee", "https://www.instagram.com/boldstreetcoffee/", "https://uk.linkedin.com/company/bold-street-coffee" ], "thirdPartyEvidenceUrls": [ "https://uk.linkedin.com/company/bold-street-coffee", "https://www.facebook.com/bold.streetcoffee", "https://www.instagram.com/boldstreetcoffee", "https://www.instagram.com/boldstreetcoffee/" ], "citationSurfaceSummary": "2/7 checked evidence surfaces showed a positive signal. Website exposed 4 linked external proof URLs.", "strongestEvidenceSurface": "YouTube", "mainCitationGap": "No clear review or category proof surface detected", "topRecommendedCitationFix": "Add and link a stable review/category profile such as Google Business Profile, Trustpilot, G2, Capterra, Tripadvisor, or an industry directory where relevant.", "auditDate": "2026-05-31", "modelPlatformTested": "GetVisus extraction + Wikipedia/Wikidata APIs + Reddit/YouTube public checks + sampled AI recommendation prompt", "evidenceLimitations": "Directional evidence check, not a complete social listening crawl or ranking guarantee." }, { "businessName": "Mowgli Street Food Liverpool", "websiteUrl": "https://www.mowglistreetfood.com/restaurants/liverpool-water-street", "category": "local", "industry": "Restaurant", "countryRegion": "Liverpool, UK", "mainCommercialKeyword": "Indian street food Liverpool", "directCompetitors": [ "Bundobust Liverpool", "Sanskruti", "EastZEast" ], "websiteReadinessScore": 100, "aiRecommendationPresence": "yes", "aiCitationCount": 0, "aiMentionCount": 1, "aiCompetitorMentionedInstead": "", "externalCitationSurfaceScore": 54, "redditEvidence": "unknown", "youtubeEvidence": "yes", "wikipediaEvidence": "yes", "wikidataEvidence": "no", "reviewPlatformEvidence": "no", "directoryProfileEvidence": "yes", "newsOrPublisherEvidence": "no", "linkedExternalProofCount": 4, "linkedExternalProofExamples": [ "https://www.instagram.com/mowglistreetfood/", "https://www.facebook.com/mowglistreetfood/", "https://www.youtube.com/user/nishakatona", "https://x.com/mowglistfood" ], "thirdPartyEvidenceUrls": [ "https://www.instagram.com/mowglistreetfood/", "https://www.facebook.com/mowglistreetfood/", "https://www.youtube.com/user/nishakatona", "https://x.com/mowglistfood" ], "citationSurfaceSummary": "3/7 checked evidence surfaces showed a positive signal. Website exposed 4 linked external proof URLs.", "strongestEvidenceSurface": "Wikipedia", "mainCitationGap": "No clear review or category proof surface detected", "topRecommendedCitationFix": "Add and link a stable review/category profile such as Google Business Profile, Trustpilot, G2, Capterra, Tripadvisor, or an industry directory where relevant.", "auditDate": "2026-05-31", "modelPlatformTested": "GetVisus extraction + Wikipedia/Wikidata APIs + Reddit/YouTube public checks + sampled AI recommendation prompt", "evidenceLimitations": "Directional evidence check, not a complete social listening crawl or ranking guarantee." }, { "businessName": "Baltic Market", "websiteUrl": "https://www.balticmarket.co.uk", "category": "local", "industry": "Food hall", "countryRegion": "Liverpool, UK", "mainCommercialKeyword": "Liverpool food market", "directCompetitors": [ "Duke Street Market", "BOXPARK Liverpool", "Renshaw Street Food Market" ], "websiteReadinessScore": 78, "aiRecommendationPresence": "yes", "aiCitationCount": 0, "aiMentionCount": 1, "aiCompetitorMentionedInstead": "", "externalCitationSurfaceScore": 32, "redditEvidence": "unknown", "youtubeEvidence": "yes", "wikipediaEvidence": "no", "wikidataEvidence": "no", "reviewPlatformEvidence": "no", "directoryProfileEvidence": "yes", "newsOrPublisherEvidence": "no", "linkedExternalProofCount": 2, "linkedExternalProofExamples": [ "https://www.facebook.com/BalticMarketLiv/", "https://www.instagram.com/balticmarket/" ], "thirdPartyEvidenceUrls": [ "https://www.facebook.com/BalticMarketLiv/", "https://www.instagram.com/balticmarket/" ], "citationSurfaceSummary": "2/7 checked evidence surfaces showed a positive signal. Website exposed 2 linked external proof URLs.", "strongestEvidenceSurface": "YouTube", "mainCitationGap": "No clear review or category proof surface detected", "topRecommendedCitationFix": "Add and link a stable review/category profile such as Google Business Profile, Trustpilot, G2, Capterra, Tripadvisor, or an industry directory where relevant.", "auditDate": "2026-05-31", "modelPlatformTested": "GetVisus extraction + Wikipedia/Wikidata APIs + Reddit/YouTube public checks + sampled AI recommendation prompt", "evidenceLimitations": "Directional evidence check, not a complete social listening crawl or ranking guarantee." }, { "businessName": "The Florist Liverpool", "websiteUrl": "https://theflorist.uk.com/locations/liverpool", "category": "local", "industry": "Restaurant and bar", "countryRegion": "Liverpool, UK", "mainCommercialKeyword": "cocktail bar Liverpool", "directCompetitors": [ "The Alchemist Liverpool", "Mason's Liverpool", "Castle Street Townhouse" ], "websiteReadinessScore": 70, "aiRecommendationPresence": "no", "aiCitationCount": 0, "aiMentionCount": 0, "aiCompetitorMentionedInstead": "The Alchemist", "externalCitationSurfaceScore": 54, "redditEvidence": "unknown", "youtubeEvidence": "yes", "wikipediaEvidence": "yes", "wikidataEvidence": "no", "reviewPlatformEvidence": "no", "directoryProfileEvidence": "yes", "newsOrPublisherEvidence": "no", "linkedExternalProofCount": 4, "linkedExternalProofExamples": [ "https://www.instagram.com/thefloristuk/", "https://www.facebook.com/The-Florist-Watford-329381710990646/", "https://twitter.com/TheFloristUK", "https://www.instagram.com/thefloristuk/?hl=en" ], "thirdPartyEvidenceUrls": [ "https://www.instagram.com/thefloristuk/", "https://www.facebook.com/The-Florist-Watford-329381710990646/", "https://twitter.com/TheFloristUK", "https://www.instagram.com/thefloristuk/?hl=en" ], "citationSurfaceSummary": "3/7 checked evidence surfaces showed a positive signal. Website exposed 4 linked external proof URLs.", "strongestEvidenceSurface": "Wikipedia", "mainCitationGap": "No clear review or category proof surface detected", "topRecommendedCitationFix": "Add and link a stable review/category profile such as Google Business Profile, Trustpilot, G2, Capterra, Tripadvisor, or an industry directory where relevant.", "auditDate": "2026-05-31", "modelPlatformTested": "GetVisus extraction + Wikipedia/Wikidata APIs + Reddit/YouTube public checks + sampled AI recommendation prompt", "evidenceLimitations": "Directional evidence check, not a complete social listening crawl or ranking guarantee." }, { "businessName": "Liverpool Dental Spa", "websiteUrl": "https://www.liverpooldentalspa.co.uk", "category": "local", "industry": "Dental clinic", "countryRegion": "Liverpool, UK", "mainCommercialKeyword": "private dentist Liverpool", "directCompetitors": [ "Ollie and Darsh", "Fiveways Dental Practice", "Smileworks Liverpool" ], "websiteReadinessScore": null, "aiRecommendationPresence": "not checked", "aiCitationCount": 0, "aiMentionCount": 0, "aiCompetitorMentionedInstead": "Ollie and Darsh", "externalCitationSurfaceScore": 0, "redditEvidence": "unknown", "youtubeEvidence": "unknown", "wikipediaEvidence": "unknown", "wikidataEvidence": "unknown", "reviewPlatformEvidence": "unknown", "directoryProfileEvidence": "unknown", "newsOrPublisherEvidence": "unknown", "linkedExternalProofCount": 0, "linkedExternalProofExamples": [], "thirdPartyEvidenceUrls": [], "citationSurfaceSummary": "Website extraction failed, so external evidence could not be assessed reliably.", "strongestEvidenceSurface": "Unknown", "mainCitationGap": "Website extraction failed", "topRecommendedCitationFix": "Confirm the URL is reachable, then rerun the citation-surface benchmark.", "auditDate": "2026-05-31", "modelPlatformTested": "GetVisus extraction + external evidence checks", "evidenceLimitations": "Directional evidence check; this row has an extraction error.", "extractionError": "fetch failed" }, { "businessName": "Smileworks Liverpool", "websiteUrl": "https://www.smileworksliverpool.co.uk", "category": "local", "industry": "Dental clinic", "countryRegion": "Liverpool, UK", "mainCommercialKeyword": "cosmetic dentist Liverpool", "directCompetitors": [ "Liverpool Dental Spa", "Ollie and Darsh", "Harley Street Dental Studio" ], "websiteReadinessScore": 74, "aiRecommendationPresence": "no", "aiCitationCount": 0, "aiMentionCount": 0, "aiCompetitorMentionedInstead": "Dental studios Liverpool", "externalCitationSurfaceScore": 14, "redditEvidence": "unknown", "youtubeEvidence": "yes", "wikipediaEvidence": "no", "wikidataEvidence": "no", "reviewPlatformEvidence": "no", "directoryProfileEvidence": "no", "newsOrPublisherEvidence": "no", "linkedExternalProofCount": 0, "linkedExternalProofExamples": [], "thirdPartyEvidenceUrls": [], "citationSurfaceSummary": "1/7 checked evidence surfaces showed a positive signal. Website exposed 0 linked external proof URLs.", "strongestEvidenceSurface": "YouTube", "mainCitationGap": "No clear review or category proof surface detected", "topRecommendedCitationFix": "Add and link a stable review/category profile such as Google Business Profile, Trustpilot, G2, Capterra, Tripadvisor, or an industry directory where relevant.", "auditDate": "2026-05-31", "modelPlatformTested": "GetVisus extraction + Wikipedia/Wikidata APIs + Reddit/YouTube public checks + sampled AI recommendation prompt", "evidenceLimitations": "Directional evidence check, not a complete social listening crawl or ranking guarantee." }, { "businessName": "The Brain Charity", "websiteUrl": "https://www.thebraincharity.org.uk", "category": "local", "industry": "Charity", "countryRegion": "Liverpool, UK", "mainCommercialKeyword": "neurological charity Liverpool", "directCompetitors": [ "Headway Merseyside", "Mencap Liverpool", "MS Society" ], "websiteReadinessScore": 100, "aiRecommendationPresence": "yes", "aiCitationCount": 0, "aiMentionCount": 1, "aiCompetitorMentionedInstead": "", "externalCitationSurfaceScore": 38, "redditEvidence": "unknown", "youtubeEvidence": "yes", "wikipediaEvidence": "no", "wikidataEvidence": "no", "reviewPlatformEvidence": "no", "directoryProfileEvidence": "yes", "newsOrPublisherEvidence": "no", "linkedExternalProofCount": 9, "linkedExternalProofExamples": [ "https://twitter.com/thebraincharity", "https://www.facebook.com/thebraincharity", "https://www.instagram.com/thebraincharity/?hl=en", "https://www.youtube.com/c/TheBrainCharity", "https://linkedin.com/company/9380316", "https://x.com/thebraincharity", "https://www.instagram.com/thebraincharity/", "https://www.linkedin.com/company/the-brain-charity" ], "thirdPartyEvidenceUrls": [ "https://linkedin.com/company/9380316", "https://www.linkedin.com/company/the-brain-charity", "https://twitter.com/thebraincharity", "https://www.facebook.com/thebraincharity", "https://www.instagram.com/thebraincharity/?hl=en", "https://www.youtube.com/c/TheBrainCharity", "https://x.com/thebraincharity", "https://www.instagram.com/thebraincharity/", "https://www.youtube.com/channel/UCwKcEs-Dch--JIPh870_TsA" ], "citationSurfaceSummary": "2/7 checked evidence surfaces showed a positive signal. Website exposed 9 linked external proof URLs.", "strongestEvidenceSurface": "YouTube", "mainCitationGap": "No clear review or category proof surface detected", "topRecommendedCitationFix": "Add and link a stable review/category profile such as Google Business Profile, Trustpilot, G2, Capterra, Tripadvisor, or an industry directory where relevant.", "auditDate": "2026-05-31", "modelPlatformTested": "GetVisus extraction + Wikipedia/Wikidata APIs + Reddit/YouTube public checks + sampled AI recommendation prompt", "evidenceLimitations": "Directional evidence check, not a complete social listening crawl or ranking guarantee." }, { "businessName": "Liverpool ONE", "websiteUrl": "https://www.liverpool-one.com", "category": "local", "industry": "Retail destination", "countryRegion": "Liverpool, UK", "mainCommercialKeyword": "shopping centre Liverpool", "directCompetitors": [ "Metquarter", "St Johns Shopping Centre", "Clayton Square" ], "websiteReadinessScore": 75, "aiRecommendationPresence": "yes", "aiCitationCount": 0, "aiMentionCount": 1, "aiCompetitorMentionedInstead": "", "externalCitationSurfaceScore": 68, "redditEvidence": "unknown", "youtubeEvidence": "yes", "wikipediaEvidence": "yes", "wikidataEvidence": "yes", "reviewPlatformEvidence": "no", "directoryProfileEvidence": "yes", "newsOrPublisherEvidence": "no", "linkedExternalProofCount": 4, "linkedExternalProofExamples": [ "https://www.facebook.com/LiverpoolONEOfficialPage/", "https://www.instagram.com/liverpool_oneofficial/", "https://twitter.com/Liverpool_ONE", "https://www.linkedin.com/company/liverpool-one/" ], "thirdPartyEvidenceUrls": [ "https://www.linkedin.com/company/liverpool-one/", "https://www.facebook.com/LiverpoolONEOfficialPage/", "https://www.instagram.com/liverpool_oneofficial/", "https://twitter.com/Liverpool_ONE" ], "citationSurfaceSummary": "4/7 checked evidence surfaces showed a positive signal. Website exposed 4 linked external proof URLs.", "strongestEvidenceSurface": "Wikipedia", "mainCitationGap": "No clear review or category proof surface detected", "topRecommendedCitationFix": "Add and link a stable review/category profile such as Google Business Profile, Trustpilot, G2, Capterra, Tripadvisor, or an industry directory where relevant.", "auditDate": "2026-05-31", "modelPlatformTested": "GetVisus extraction + Wikipedia/Wikidata APIs + Reddit/YouTube public checks + sampled AI recommendation prompt", "evidenceLimitations": "Directional evidence check, not a complete social listening crawl or ranking guarantee." }, { "businessName": "FACT Liverpool", "websiteUrl": "https://www.fact.co.uk", "category": "local", "industry": "Arts venue", "countryRegion": "Liverpool, UK", "mainCommercialKeyword": "independent cinema Liverpool", "directCompetitors": [ "Everyman Liverpool", "Picturehouse at FACT", "The Light Cinema" ], "websiteReadinessScore": 99, "aiRecommendationPresence": "yes", "aiCitationCount": 0, "aiMentionCount": 1, "aiCompetitorMentionedInstead": "", "externalCitationSurfaceScore": 78, "redditEvidence": "unknown", "youtubeEvidence": "yes", "wikipediaEvidence": "yes", "wikidataEvidence": "yes", "reviewPlatformEvidence": "no", "directoryProfileEvidence": "yes", "newsOrPublisherEvidence": "yes", "linkedExternalProofCount": 7, "linkedExternalProofExamples": [ "https://www.facebook.com/FACTliverpool", "https://www.instagram.com/fact_liverpool", "https://www.youtube.com/user/FACTLiverpool", "https://twitter.com/fact_liverpool", "https://www.linkedin.com/company/787942", "https://www.youtube.com/user/FACTLiverpool/videos", "https://en.wikipedia.org/wiki/FACT_Liverpool" ], "thirdPartyEvidenceUrls": [ "https://www.linkedin.com/company/787942", "https://www.facebook.com/FACTliverpool", "https://www.instagram.com/fact_liverpool", "https://www.youtube.com/user/FACTLiverpool", "https://twitter.com/fact_liverpool", "https://www.youtube.com/user/FACTLiverpool/videos", "https://en.wikipedia.org/wiki/FACT_Liverpool" ], "citationSurfaceSummary": "5/7 checked evidence surfaces showed a positive signal. Website exposed 7 linked external proof URLs.", "strongestEvidenceSurface": "Wikipedia", "mainCitationGap": "No clear review or category proof surface detected", "topRecommendedCitationFix": "Add and link a stable review/category profile such as Google Business Profile, Trustpilot, G2, Capterra, Tripadvisor, or an industry directory where relevant.", "auditDate": "2026-05-31", "modelPlatformTested": "GetVisus extraction + Wikipedia/Wikidata APIs + Reddit/YouTube public checks + sampled AI recommendation prompt", "evidenceLimitations": "Directional evidence check, not a complete social listening crawl or ranking guarantee." }, { "businessName": "Royal Albert Dock Liverpool", "websiteUrl": "https://albertdock.com", "category": "local", "industry": "Visitor attraction", "countryRegion": "Liverpool, UK", "mainCommercialKeyword": "things to do Albert Dock Liverpool", "directCompetitors": [ "Liverpool ONE", "The Beatles Story", "Museum of Liverpool" ], "websiteReadinessScore": 79, "aiRecommendationPresence": "yes", "aiCitationCount": 0, "aiMentionCount": 1, "aiCompetitorMentionedInstead": "", "externalCitationSurfaceScore": 35, "redditEvidence": "unknown", "youtubeEvidence": "yes", "wikipediaEvidence": "no", "wikidataEvidence": "no", "reviewPlatformEvidence": "no", "directoryProfileEvidence": "yes", "newsOrPublisherEvidence": "no", "linkedExternalProofCount": 3, "linkedExternalProofExamples": [ "https://www.facebook.com/TheAlbertDock/", "https://twitter.com/theAlbertDock", "https://www.instagram.com/thealbertdock/" ], "thirdPartyEvidenceUrls": [ "https://www.facebook.com/TheAlbertDock/", "https://twitter.com/theAlbertDock", "https://www.instagram.com/thealbertdock/" ], "citationSurfaceSummary": "2/7 checked evidence surfaces showed a positive signal. Website exposed 3 linked external proof URLs.", "strongestEvidenceSurface": "YouTube", "mainCitationGap": "No clear review or category proof surface detected", "topRecommendedCitationFix": "Add and link a stable review/category profile such as Google Business Profile, Trustpilot, G2, Capterra, Tripadvisor, or an industry directory where relevant.", "auditDate": "2026-05-31", "modelPlatformTested": "GetVisus extraction + Wikipedia/Wikidata APIs + Reddit/YouTube public checks + sampled AI recommendation prompt", "evidenceLimitations": "Directional evidence check, not a complete social listening crawl or ranking guarantee." }, { "businessName": "The Beatles Story", "websiteUrl": "https://www.beatlesstory.com", "category": "local", "industry": "Museum", "countryRegion": "Liverpool, UK", "mainCommercialKeyword": "Beatles museum Liverpool", "directCompetitors": [ "British Music Experience", "Museum of Liverpool", "Cavern Club" ], "websiteReadinessScore": 85, "aiRecommendationPresence": "yes", "aiCitationCount": 0, "aiMentionCount": 1, "aiCompetitorMentionedInstead": "", "externalCitationSurfaceScore": 68, "redditEvidence": "unknown", "youtubeEvidence": "yes", "wikipediaEvidence": "yes", "wikidataEvidence": "yes", "reviewPlatformEvidence": "no", "directoryProfileEvidence": "yes", "newsOrPublisherEvidence": "no", "linkedExternalProofCount": 7, "linkedExternalProofExamples": [ "http://facebook.com/beatlesstoryliverpool", "http://instagram.com/beatlesstory", "http://twitter.com/beatlesstory", "https://www.youtube.com/thebeatlesstory", "https://www.facebook.com/BeatlesStoryLiverpool/", "https://x.com/beatlesstory", "https://www.instagram.com/beatlesstory/" ], "thirdPartyEvidenceUrls": [ "http://facebook.com/beatlesstoryliverpool", "http://instagram.com/beatlesstory", "http://twitter.com/beatlesstory", "https://www.youtube.com/thebeatlesstory", "https://www.facebook.com/BeatlesStoryLiverpool/", "https://x.com/beatlesstory", "https://www.instagram.com/beatlesstory/" ], "citationSurfaceSummary": "4/7 checked evidence surfaces showed a positive signal. Website exposed 7 linked external proof URLs.", "strongestEvidenceSurface": "Wikipedia", "mainCitationGap": "No clear review or category proof surface detected", "topRecommendedCitationFix": "Add and link a stable review/category profile such as Google Business Profile, Trustpilot, G2, Capterra, Tripadvisor, or an industry directory where relevant.", "auditDate": "2026-05-31", "modelPlatformTested": "GetVisus extraction + Wikipedia/Wikidata APIs + Reddit/YouTube public checks + sampled AI recommendation prompt", "evidenceLimitations": "Directional evidence check, not a complete social listening crawl or ranking guarantee." }, { "businessName": "Cavern Club", "websiteUrl": "https://www.cavernclub.com", "category": "local", "industry": "Music venue", "countryRegion": "Liverpool, UK", "mainCommercialKeyword": "live music venue Liverpool", "directCompetitors": [ "Jacaranda", "O2 Academy Liverpool", "The Philharmonic Hall" ], "websiteReadinessScore": 88, "aiRecommendationPresence": "yes", "aiCitationCount": 0, "aiMentionCount": 1, "aiCompetitorMentionedInstead": "", "externalCitationSurfaceScore": 68, "redditEvidence": "unknown", "youtubeEvidence": "yes", "wikipediaEvidence": "yes", "wikidataEvidence": "yes", "reviewPlatformEvidence": "no", "directoryProfileEvidence": "yes", "newsOrPublisherEvidence": "no", "linkedExternalProofCount": 7, "linkedExternalProofExamples": [ "https://www.facebook.com/cavernclubliverpool", "https://twitter.com/cavernliverpool", "https://www.instagram.com/CavernLiverpool", "http://www.facebook.com/sharer/sharer.php?u=https://www.cavernclub.com/", "https://twitter.com/intent/tweet?text=The Cavern Club&url=https://www.cavernclub.com/", "https://www.linkedin.com/shareArticle?mini=true&url=https://www.cavernclub.com/", "https://www.instagram.com/cavernliverpool/" ], "thirdPartyEvidenceUrls": [ "https://www.linkedin.com/shareArticle?mini=true&url=https://www.cavernclub.com/", "https://www.facebook.com/cavernclubliverpool", "https://twitter.com/cavernliverpool", "https://www.instagram.com/CavernLiverpool", "http://www.facebook.com/sharer/sharer.php?u=https://www.cavernclub.com/", "https://twitter.com/intent/tweet?text=The Cavern Club&url=https://www.cavernclub.com/", "https://www.instagram.com/cavernliverpool/" ], "citationSurfaceSummary": "4/7 checked evidence surfaces showed a positive signal. Website exposed 7 linked external proof URLs.", "strongestEvidenceSurface": "Wikipedia", "mainCitationGap": "No clear review or category proof surface detected", "topRecommendedCitationFix": "Add and link a stable review/category profile such as Google Business Profile, Trustpilot, G2, Capterra, Tripadvisor, or an industry directory where relevant.", "auditDate": "2026-05-31", "modelPlatformTested": "GetVisus extraction + Wikipedia/Wikidata APIs + Reddit/YouTube public checks + sampled AI recommendation prompt", "evidenceLimitations": "Directional evidence check, not a complete social listening crawl or ranking guarantee." }, { "businessName": "Liverpool Philharmonic", "websiteUrl": "https://www.liverpoolphil.com", "category": "local", "industry": "Music venue", "countryRegion": "Liverpool, UK", "mainCommercialKeyword": "classical concerts Liverpool", "directCompetitors": [ "Cavern Club", "Liverpool Empire", "M&S Bank Arena" ], "websiteReadinessScore": 54, "aiRecommendationPresence": "yes", "aiCitationCount": 0, "aiMentionCount": 1, "aiCompetitorMentionedInstead": "", "externalCitationSurfaceScore": 68, "redditEvidence": "unknown", "youtubeEvidence": "yes", "wikipediaEvidence": "yes", "wikidataEvidence": "yes", "reviewPlatformEvidence": "no", "directoryProfileEvidence": "yes", "newsOrPublisherEvidence": "no", "linkedExternalProofCount": 4, "linkedExternalProofExamples": [ "https://www.facebook.com/LiverpoolPhilharmonic", "https://twitter.com/liverpoolphil", "https://www.instagram.com/liverpool_philharmonic", "https://www.youtube.com/user/RoyalLiverpoolPhil" ], "thirdPartyEvidenceUrls": [ "https://www.facebook.com/LiverpoolPhilharmonic", "https://twitter.com/liverpoolphil", "https://www.instagram.com/liverpool_philharmonic", "https://www.youtube.com/user/RoyalLiverpoolPhil" ], "citationSurfaceSummary": "4/7 checked evidence surfaces showed a positive signal. Website exposed 4 linked external proof URLs.", "strongestEvidenceSurface": "Wikipedia", "mainCitationGap": "No clear review or category proof surface detected", "topRecommendedCitationFix": "Add and link a stable review/category profile such as Google Business Profile, Trustpilot, G2, Capterra, Tripadvisor, or an industry directory where relevant.", "auditDate": "2026-05-31", "modelPlatformTested": "GetVisus extraction + Wikipedia/Wikidata APIs + Reddit/YouTube public checks + sampled AI recommendation prompt", "evidenceLimitations": "Directional evidence check, not a complete social listening crawl or ranking guarantee." }, { "businessName": "Royal Court Liverpool", "websiteUrl": "https://liverpoolsroyalcourt.com", "category": "local", "industry": "Theatre", "countryRegion": "Liverpool, UK", "mainCommercialKeyword": "comedy theatre Liverpool", "directCompetitors": [ "Liverpool Empire", "Everyman Theatre", "Unity Theatre" ], "websiteReadinessScore": 62, "aiRecommendationPresence": "no", "aiCitationCount": 0, "aiMentionCount": 0, "aiCompetitorMentionedInstead": "Cavern Quarter", "externalCitationSurfaceScore": 35, "redditEvidence": "unknown", "youtubeEvidence": "yes", "wikipediaEvidence": "no", "wikidataEvidence": "no", "reviewPlatformEvidence": "no", "directoryProfileEvidence": "yes", "newsOrPublisherEvidence": "no", "linkedExternalProofCount": 3, "linkedExternalProofExamples": [ "https://www.instagram.com/RoyalCourtLiv", "https://www.facebook.com/RoyalCourtLiv", "https://www.youtube.com/user/royalcourtliverpool" ], "thirdPartyEvidenceUrls": [ "https://www.instagram.com/RoyalCourtLiv", "https://www.facebook.com/RoyalCourtLiv", "https://www.youtube.com/user/royalcourtliverpool" ], "citationSurfaceSummary": "2/7 checked evidence surfaces showed a positive signal. Website exposed 3 linked external proof URLs.", "strongestEvidenceSurface": "YouTube", "mainCitationGap": "No clear review or category proof surface detected", "topRecommendedCitationFix": "Add and link a stable review/category profile such as Google Business Profile, Trustpilot, G2, Capterra, Tripadvisor, or an industry directory where relevant.", "auditDate": "2026-05-31", "modelPlatformTested": "GetVisus extraction + Wikipedia/Wikidata APIs + Reddit/YouTube public checks + sampled AI recommendation prompt", "evidenceLimitations": "Directional evidence check, not a complete social listening crawl or ranking guarantee." }, { "businessName": "Titanic Hotel Liverpool", "websiteUrl": "https://www.titanichotelliverpool.com", "category": "local", "industry": "Hotel", "countryRegion": "Liverpool, UK", "mainCommercialKeyword": "luxury hotel Liverpool docks", "directCompetitors": [ "Hope Street Hotel", "The Municipal Hotel", "INNSiDE Liverpool" ], "websiteReadinessScore": 62, "aiRecommendationPresence": "yes", "aiCitationCount": 0, "aiMentionCount": 1, "aiCompetitorMentionedInstead": "", "externalCitationSurfaceScore": 38, "redditEvidence": "unknown", "youtubeEvidence": "yes", "wikipediaEvidence": "no", "wikidataEvidence": "no", "reviewPlatformEvidence": "no", "directoryProfileEvidence": "yes", "newsOrPublisherEvidence": "no", "linkedExternalProofCount": 4, "linkedExternalProofExamples": [ "https://www.facebook.com/TitanicHotelLiverpool/", "https://twitter.com/TitanicHotelLiv/", "https://www.instagram.com/titanichotelliverpool", "https://www.linkedin.com/company/titanic-hotel-and-rum-warehouse/" ], "thirdPartyEvidenceUrls": [ "https://www.linkedin.com/company/titanic-hotel-and-rum-warehouse/", "https://www.facebook.com/TitanicHotelLiverpool/", "https://twitter.com/TitanicHotelLiv/", "https://www.instagram.com/titanichotelliverpool" ], "citationSurfaceSummary": "2/7 checked evidence surfaces showed a positive signal. Website exposed 4 linked external proof URLs.", "strongestEvidenceSurface": "YouTube", "mainCitationGap": "No clear review or category proof surface detected", "topRecommendedCitationFix": "Add and link a stable review/category profile such as Google Business Profile, Trustpilot, G2, Capterra, Tripadvisor, or an industry directory where relevant.", "auditDate": "2026-05-31", "modelPlatformTested": "GetVisus extraction + Wikipedia/Wikidata APIs + Reddit/YouTube public checks + sampled AI recommendation prompt", "evidenceLimitations": "Directional evidence check, not a complete social listening crawl or ranking guarantee." }, { "businessName": "Hope Street Hotel", "websiteUrl": "https://www.hopestreethotel.co.uk", "category": "local", "industry": "Hotel", "countryRegion": "Liverpool, UK", "mainCommercialKeyword": "boutique hotel Liverpool", "directCompetitors": [ "Titanic Hotel Liverpool", "The Resident Liverpool", "The Municipal Hotel" ], "websiteReadinessScore": 94, "aiRecommendationPresence": "no", "aiCitationCount": 0, "aiMentionCount": 0, "aiCompetitorMentionedInstead": "The Shankly Hotel", "externalCitationSurfaceScore": 65, "redditEvidence": "unknown", "youtubeEvidence": "yes", "wikipediaEvidence": "yes", "wikidataEvidence": "yes", "reviewPlatformEvidence": "no", "directoryProfileEvidence": "yes", "newsOrPublisherEvidence": "no", "linkedExternalProofCount": 3, "linkedExternalProofExamples": [ "https://www.facebook.com/hopestreethtl", "https://twitter.com/HopeStreetHtl", "https://www.instagram.com/hopestreethtl/#" ], "thirdPartyEvidenceUrls": [ "https://www.facebook.com/hopestreethtl", "https://twitter.com/HopeStreetHtl", "https://www.instagram.com/hopestreethtl/#" ], "citationSurfaceSummary": "4/7 checked evidence surfaces showed a positive signal. Website exposed 3 linked external proof URLs.", "strongestEvidenceSurface": "Wikipedia", "mainCitationGap": "No clear review or category proof surface detected", "topRecommendedCitationFix": "Add and link a stable review/category profile such as Google Business Profile, Trustpilot, G2, Capterra, Tripadvisor, or an industry directory where relevant.", "auditDate": "2026-05-31", "modelPlatformTested": "GetVisus extraction + Wikipedia/Wikidata APIs + Reddit/YouTube public checks + sampled AI recommendation prompt", "evidenceLimitations": "Directional evidence check, not a complete social listening crawl or ranking guarantee." }, { "businessName": "Delifonseca Dockside", "websiteUrl": "https://www.delifonseca.co.uk", "category": "local", "industry": "Restaurant and food hall", "countryRegion": "Liverpool, UK", "mainCommercialKeyword": "food hall restaurant Liverpool", "directCompetitors": [ "Baltic Market", "Duke Street Market", "Maray" ], "websiteReadinessScore": 90, "aiRecommendationPresence": "no", "aiCitationCount": 0, "aiMentionCount": 0, "aiCompetitorMentionedInstead": "The Baltic Market", "externalCitationSurfaceScore": 38, "redditEvidence": "unknown", "youtubeEvidence": "yes", "wikipediaEvidence": "no", "wikidataEvidence": "no", "reviewPlatformEvidence": "no", "directoryProfileEvidence": "yes", "newsOrPublisherEvidence": "no", "linkedExternalProofCount": 5, "linkedExternalProofExamples": [ "https://www.facebook.com/Delifonseca", "https://twitter.com/Delifonseca", "https://www.instagram.com/delifonsecadockside/", "https://x.com/https://twitter.com/Delifonseca", "https://www.linkedin.com/company/delifonseca-dockside-limited/about/" ], "thirdPartyEvidenceUrls": [ "https://www.linkedin.com/company/delifonseca-dockside-limited/about/", "https://www.facebook.com/Delifonseca", "https://twitter.com/Delifonseca", "https://www.instagram.com/delifonsecadockside/", "https://x.com/https://twitter.com/Delifonseca" ], "citationSurfaceSummary": "2/7 checked evidence surfaces showed a positive signal. Website exposed 5 linked external proof URLs.", "strongestEvidenceSurface": "YouTube", "mainCitationGap": "No clear review or category proof surface detected", "topRecommendedCitationFix": "Add and link a stable review/category profile such as Google Business Profile, Trustpilot, G2, Capterra, Tripadvisor, or an industry directory where relevant.", "auditDate": "2026-05-31", "modelPlatformTested": "GetVisus extraction + Wikipedia/Wikidata APIs + Reddit/YouTube public checks + sampled AI recommendation prompt", "evidenceLimitations": "Directional evidence check, not a complete social listening crawl or ranking guarantee." }, { "businessName": "Maray Liverpool", "websiteUrl": "https://maray.co.uk", "category": "local", "industry": "Restaurant", "countryRegion": "Liverpool, UK", "mainCommercialKeyword": "small plates restaurant Liverpool", "directCompetitors": [ "Bacaro", "Lunya", "Duke Street Market" ], "websiteReadinessScore": 99, "aiRecommendationPresence": "no", "aiCitationCount": 0, "aiMentionCount": 0, "aiCompetitorMentionedInstead": "Cote", "externalCitationSurfaceScore": 54, "redditEvidence": "unknown", "youtubeEvidence": "yes", "wikipediaEvidence": "yes", "wikidataEvidence": "no", "reviewPlatformEvidence": "no", "directoryProfileEvidence": "yes", "newsOrPublisherEvidence": "no", "linkedExternalProofCount": 4, "linkedExternalProofExamples": [ "https://www.instagram.com/marayrestaurants/", "https://www.facebook.com/marayrestaurant", "https://www.facebook.com/marayrestaurant/", "https://x.com/marayrestaurant" ], "thirdPartyEvidenceUrls": [ "https://www.instagram.com/marayrestaurants/", "https://www.facebook.com/marayrestaurant", "https://www.facebook.com/marayrestaurant/", "https://x.com/marayrestaurant" ], "citationSurfaceSummary": "3/7 checked evidence surfaces showed a positive signal. Website exposed 4 linked external proof URLs.", "strongestEvidenceSurface": "Wikipedia", "mainCitationGap": "No clear review or category proof surface detected", "topRecommendedCitationFix": "Add and link a stable review/category profile such as Google Business Profile, Trustpilot, G2, Capterra, Tripadvisor, or an industry directory where relevant.", "auditDate": "2026-05-31", "modelPlatformTested": "GetVisus extraction + Wikipedia/Wikidata APIs + Reddit/YouTube public checks + sampled AI recommendation prompt", "evidenceLimitations": "Directional evidence check, not a complete social listening crawl or ranking guarantee." }, { "businessName": "Lunya Liverpool", "websiteUrl": "https://www.lunya.co.uk", "category": "local", "industry": "Restaurant", "countryRegion": "Liverpool, UK", "mainCommercialKeyword": "Spanish restaurant Liverpool", "directCompetitors": [ "Salt House Tapas", "Bacaro", "Maray" ], "websiteReadinessScore": 87, "aiRecommendationPresence": "no", "aiCitationCount": 0, "aiMentionCount": 0, "aiCompetitorMentionedInstead": "Taps (tapas bar)", "externalCitationSurfaceScore": 50, "redditEvidence": "yes", "youtubeEvidence": "yes", "wikipediaEvidence": "no", "wikidataEvidence": "no", "reviewPlatformEvidence": "no", "directoryProfileEvidence": "yes", "newsOrPublisherEvidence": "no", "linkedExternalProofCount": 6, "linkedExternalProofExamples": [ "https://twitter.com/Lunya", "https://www.facebook.com/lunyadeli", "https://www.instagram.com/lunyadeli/?hl=en", "https://www.facebook.com/sharer/sharer.php?u=https%3A%2F%2Flunya.co.uk", "https://twitter.com/intent/tweet?text=Lunya%20-%20Barcelona%20Inspired%20Restaurant%2C%20Deli%20%26%20Bar&url=https%3A%2F%2Flunya.co.uk", "https://reddit.com/submit?url=https%3A%2F%2Flunya.co.uk&title=Lunya%20-%20Barcelona%20Inspired%20Restaurant%2C%20Deli%20%26%20Bar" ], "thirdPartyEvidenceUrls": [ "https://twitter.com/Lunya", "https://www.facebook.com/lunyadeli", "https://www.instagram.com/lunyadeli/?hl=en", "https://www.facebook.com/sharer/sharer.php?u=https%3A%2F%2Flunya.co.uk", "https://twitter.com/intent/tweet?text=Lunya%20-%20Barcelona%20Inspired%20Restaurant%2C%20Deli%20%26%20Bar&url=https%3A%2F%2Flunya.co.uk", "https://reddit.com/submit?url=https%3A%2F%2Flunya.co.uk&title=Lunya%20-%20Barcelona%20Inspired%20Restaurant%2C%20Deli%20%26%20Bar" ], "citationSurfaceSummary": "3/7 checked evidence surfaces showed a positive signal. Website exposed 6 linked external proof URLs.", "strongestEvidenceSurface": "YouTube", "mainCitationGap": "No clear review or category proof surface detected", "topRecommendedCitationFix": "Add and link a stable review/category profile such as Google Business Profile, Trustpilot, G2, Capterra, Tripadvisor, or an industry directory where relevant.", "auditDate": "2026-05-31", "modelPlatformTested": "GetVisus extraction + Wikipedia/Wikidata APIs + Reddit/YouTube public checks + sampled AI recommendation prompt", "evidenceLimitations": "Directional evidence check, not a complete social listening crawl or ranking guarantee." }, { "businessName": "Liverpool Empire Theatre", "websiteUrl": "https://www.atgtickets.com/venues/liverpool-empire", "category": "local", "industry": "Theatre", "countryRegion": "Liverpool, UK", "mainCommercialKeyword": "theatre shows Liverpool", "directCompetitors": [ "Everyman Theatre", "Royal Court Liverpool", "Playhouse Theatre" ], "websiteReadinessScore": 90, "aiRecommendationPresence": "yes", "aiCitationCount": 0, "aiMentionCount": 1, "aiCompetitorMentionedInstead": "", "externalCitationSurfaceScore": 68, "redditEvidence": "unknown", "youtubeEvidence": "yes", "wikipediaEvidence": "yes", "wikidataEvidence": "yes", "reviewPlatformEvidence": "no", "directoryProfileEvidence": "yes", "newsOrPublisherEvidence": "no", "linkedExternalProofCount": 4, "linkedExternalProofExamples": [ "https://www.facebook.com/ATGtickets/", "https://www.youtube.com/user/ATGTickets", "https://www.instagram.com/atg_tickets/", "https://x.com/atgtickets" ], "thirdPartyEvidenceUrls": [ "https://www.facebook.com/ATGtickets/", "https://www.youtube.com/user/ATGTickets", "https://www.instagram.com/atg_tickets/", "https://x.com/atgtickets" ], "citationSurfaceSummary": "4/7 checked evidence surfaces showed a positive signal. Website exposed 4 linked external proof URLs.", "strongestEvidenceSurface": "Wikipedia", "mainCitationGap": "No clear review or category proof surface detected", "topRecommendedCitationFix": "Add and link a stable review/category profile such as Google Business Profile, Trustpilot, G2, Capterra, Tripadvisor, or an industry directory where relevant.", "auditDate": "2026-05-31", "modelPlatformTested": "GetVisus extraction + Wikipedia/Wikidata APIs + Reddit/YouTube public checks + sampled AI recommendation prompt", "evidenceLimitations": "Directional evidence check, not a complete social listening crawl or ranking guarantee." }, { "businessName": "Monzo", "websiteUrl": "https://monzo.com", "category": "national", "industry": "Banking", "countryRegion": "UK", "mainCommercialKeyword": "best app based bank UK", "directCompetitors": [ "Starling Bank", "Revolut", "Chase UK" ], "websiteReadinessScore": 100, "aiRecommendationPresence": "yes", "aiCitationCount": 0, "aiMentionCount": 1, "aiCompetitorMentionedInstead": "", "externalCitationSurfaceScore": 92, "redditEvidence": "unknown", "youtubeEvidence": "yes", "wikipediaEvidence": "yes", "wikidataEvidence": "yes", "reviewPlatformEvidence": "yes", "directoryProfileEvidence": "yes", "newsOrPublisherEvidence": "yes", "linkedExternalProofCount": 8, "linkedExternalProofExamples": [ "https://uk.trustpilot.com/review/www.monzo.com", "https://www.instagram.com/monzo", "https://www.facebook.com/monzobank", "https://www.linkedin.com/company/monzo-bank", "https://www.youtube.com/monzobank", "https://twitter.com/monzo", "https://en.wikipedia.org/wiki/Monzo", "https://www.wikidata.org/wiki/Q25206290" ], "thirdPartyEvidenceUrls": [ "https://uk.trustpilot.com/review/www.monzo.com", "https://www.linkedin.com/company/monzo-bank", "https://www.instagram.com/monzo", "https://www.facebook.com/monzobank", "https://www.youtube.com/monzobank", "https://twitter.com/monzo", "https://en.wikipedia.org/wiki/Monzo", "https://www.wikidata.org/wiki/Q25206290" ], "citationSurfaceSummary": "6/7 checked evidence surfaces showed a positive signal. Website exposed 8 linked external proof URLs.", "strongestEvidenceSurface": "Wikipedia", "mainCitationGap": "No visible community discussion surface detected", "topRecommendedCitationFix": "Build authentic community proof where relevant, and link only stable, useful Reddit/forum discussions or community profiles from the site when appropriate.", "auditDate": "2026-05-31", "modelPlatformTested": "GetVisus extraction + Wikipedia/Wikidata APIs + Reddit/YouTube public checks + sampled AI recommendation prompt", "evidenceLimitations": "Directional evidence check, not a complete social listening crawl or ranking guarantee." }, { "businessName": "Starling Bank", "websiteUrl": "https://www.starlingbank.com", "category": "national", "industry": "Banking", "countryRegion": "UK", "mainCommercialKeyword": "business bank account UK", "directCompetitors": [ "Monzo", "Revolut Business", "Tide" ], "websiteReadinessScore": 90, "aiRecommendationPresence": "yes", "aiCitationCount": 0, "aiMentionCount": 1, "aiCompetitorMentionedInstead": "", "externalCitationSurfaceScore": 82, "redditEvidence": "unknown", "youtubeEvidence": "yes", "wikipediaEvidence": "yes", "wikidataEvidence": "yes", "reviewPlatformEvidence": "yes", "directoryProfileEvidence": "yes", "newsOrPublisherEvidence": "no", "linkedExternalProofCount": 8, "linkedExternalProofExamples": [ "https://uk.trustpilot.com/review/starlingbank.com", "https://www.facebook.com/StarlingBankUK", "https://twitter.com/starlingbank", "https://www.instagram.com/starlingbank/", "https://www.linkedin.com/company/starlingbank", "https://www.youtube.com/c/StarlingBankApp", "https://www.instagram.com/starlingbank", "https://www.linkedin.com/company/starling-bank" ], "thirdPartyEvidenceUrls": [ "https://uk.trustpilot.com/review/starlingbank.com", "https://www.linkedin.com/company/starlingbank", "https://www.linkedin.com/company/starling-bank", "https://www.facebook.com/StarlingBankUK", "https://twitter.com/starlingbank", "https://www.instagram.com/starlingbank/", "https://www.youtube.com/c/StarlingBankApp", "https://www.instagram.com/starlingbank" ], "citationSurfaceSummary": "5/7 checked evidence surfaces showed a positive signal. Website exposed 8 linked external proof URLs.", "strongestEvidenceSurface": "Wikipedia", "mainCitationGap": "No visible community discussion surface detected", "topRecommendedCitationFix": "Build authentic community proof where relevant, and link only stable, useful Reddit/forum discussions or community profiles from the site when appropriate.", "auditDate": "2026-05-31", "modelPlatformTested": "GetVisus extraction + Wikipedia/Wikidata APIs + Reddit/YouTube public checks + sampled AI recommendation prompt", "evidenceLimitations": "Directional evidence check, not a complete social listening crawl or ranking guarantee." }, { "businessName": "Tide", "websiteUrl": "https://www.tide.co", "category": "national", "industry": "Business banking", "countryRegion": "UK", "mainCommercialKeyword": "small business bank account UK", "directCompetitors": [ "Starling Bank", "Monzo Business", "Revolut Business" ], "websiteReadinessScore": 86, "aiRecommendationPresence": "no", "aiCitationCount": 0, "aiMentionCount": 0, "aiCompetitorMentionedInstead": "Starling Bank", "externalCitationSurfaceScore": 78, "redditEvidence": "unknown", "youtubeEvidence": "yes", "wikipediaEvidence": "yes", "wikidataEvidence": "yes", "reviewPlatformEvidence": "no", "directoryProfileEvidence": "yes", "newsOrPublisherEvidence": "yes", "linkedExternalProofCount": 6, "linkedExternalProofExamples": [ "https://www.linkedin.com/company/tide-banking/", "https://www.facebook.com/tidebanking", "https://www.instagram.com/tidebanking/", "https://twitter.com/TideBusiness", "https://www.youtube.com/channel/UCBWALlJN2YFGTbcDJRk5poQ", "https://en.wikipedia.org/wiki/Tide_(banking)" ], "thirdPartyEvidenceUrls": [ "https://www.linkedin.com/company/tide-banking/", "https://www.facebook.com/tidebanking", "https://www.instagram.com/tidebanking/", "https://twitter.com/TideBusiness", "https://www.youtube.com/channel/UCBWALlJN2YFGTbcDJRk5poQ", "https://en.wikipedia.org/wiki/Tide_(banking)" ], "citationSurfaceSummary": "5/7 checked evidence surfaces showed a positive signal. Website exposed 6 linked external proof URLs.", "strongestEvidenceSurface": "Wikipedia", "mainCitationGap": "No clear review or category proof surface detected", "topRecommendedCitationFix": "Add and link a stable review/category profile such as Google Business Profile, Trustpilot, G2, Capterra, Tripadvisor, or an industry directory where relevant.", "auditDate": "2026-05-31", "modelPlatformTested": "GetVisus extraction + Wikipedia/Wikidata APIs + Reddit/YouTube public checks + sampled AI recommendation prompt", "evidenceLimitations": "Directional evidence check, not a complete social listening crawl or ranking guarantee." }, { "businessName": "Octopus Energy", "websiteUrl": "https://octopus.energy", "category": "national", "industry": "Energy supplier", "countryRegion": "UK", "mainCommercialKeyword": "best energy supplier UK", "directCompetitors": [ "British Gas", "OVO Energy", "E.ON Next" ], "websiteReadinessScore": 69, "aiRecommendationPresence": "yes", "aiCitationCount": 0, "aiMentionCount": 1, "aiCompetitorMentionedInstead": "", "externalCitationSurfaceScore": 82, "redditEvidence": "unknown", "youtubeEvidence": "yes", "wikipediaEvidence": "yes", "wikidataEvidence": "yes", "reviewPlatformEvidence": "yes", "directoryProfileEvidence": "yes", "newsOrPublisherEvidence": "no", "linkedExternalProofCount": 24, "linkedExternalProofExamples": [ "https://uk.trustpilot.com/review/octopus.energy", "https://www.trustpilot.com/reviews/6a1b6402bf1c9cbb4367f4db", "https://www.trustpilot.com/reviews/6a1b429e5a4b2f7e8809f0df", "https://www.trustpilot.com/reviews/6a1b40dccf8a186f1a362efa", "https://www.trustpilot.com/reviews/6a1b39a8c969f2b921fdc606", "https://www.trustpilot.com/reviews/6a1b33821e515c8743170023", "https://www.trustpilot.com/reviews/6a1b29cb11e32ac6914ed144", "https://www.trustpilot.com/reviews/6a1b242121d8ffeba390132b" ], "thirdPartyEvidenceUrls": [ "https://uk.trustpilot.com/review/octopus.energy", "https://www.trustpilot.com/reviews/6a1b6402bf1c9cbb4367f4db", "https://www.trustpilot.com/reviews/6a1b429e5a4b2f7e8809f0df", "https://www.trustpilot.com/reviews/6a1b40dccf8a186f1a362efa", "https://www.trustpilot.com/reviews/6a1b39a8c969f2b921fdc606", "https://www.trustpilot.com/reviews/6a1b33821e515c8743170023", "https://www.trustpilot.com/reviews/6a1b29cb11e32ac6914ed144", "https://www.trustpilot.com/reviews/6a1b242121d8ffeba390132b", "https://www.trustpilot.com/reviews/6a1b1e61f663066ca043f00b", "https://www.trustpilot.com/reviews/6a1b1b9d3b8d1abd91306150", "https://www.trustpilot.com/reviews/6a1b1526e1b62763c5a64852", "https://www.trustpilot.com/reviews/6a1b12a73db666f5b5604557" ], "citationSurfaceSummary": "5/7 checked evidence surfaces showed a positive signal. Website exposed 24 linked external proof URLs.", "strongestEvidenceSurface": "Wikipedia", "mainCitationGap": "No visible community discussion surface detected", "topRecommendedCitationFix": "Build authentic community proof where relevant, and link only stable, useful Reddit/forum discussions or community profiles from the site when appropriate.", "auditDate": "2026-05-31", "modelPlatformTested": "GetVisus extraction + Wikipedia/Wikidata APIs + Reddit/YouTube public checks + sampled AI recommendation prompt", "evidenceLimitations": "Directional evidence check, not a complete social listening crawl or ranking guarantee." }, { "businessName": "OVO Energy", "websiteUrl": "https://www.ovoenergy.com", "category": "national", "industry": "Energy supplier", "countryRegion": "UK", "mainCommercialKeyword": "green energy supplier UK", "directCompetitors": [ "Octopus Energy", "British Gas", "E.ON Next" ], "websiteReadinessScore": 100, "aiRecommendationPresence": "yes", "aiCitationCount": 0, "aiMentionCount": 1, "aiCompetitorMentionedInstead": "", "externalCitationSurfaceScore": 68, "redditEvidence": "unknown", "youtubeEvidence": "yes", "wikipediaEvidence": "yes", "wikidataEvidence": "yes", "reviewPlatformEvidence": "no", "directoryProfileEvidence": "yes", "newsOrPublisherEvidence": "no", "linkedExternalProofCount": 4, "linkedExternalProofExamples": [ "https://www.facebook.com/ovoenergy", "https://www.instagram.com/ovoenergy/", "https://x.com/ovoenergy", "https://www.linkedin.com/company/ovo-energy" ], "thirdPartyEvidenceUrls": [ "https://www.linkedin.com/company/ovo-energy", "https://www.facebook.com/ovoenergy", "https://www.instagram.com/ovoenergy/", "https://x.com/ovoenergy" ], "citationSurfaceSummary": "4/7 checked evidence surfaces showed a positive signal. Website exposed 4 linked external proof URLs.", "strongestEvidenceSurface": "Wikipedia", "mainCitationGap": "No clear review or category proof surface detected", "topRecommendedCitationFix": "Add and link a stable review/category profile such as Google Business Profile, Trustpilot, G2, Capterra, Tripadvisor, or an industry directory where relevant.", "auditDate": "2026-05-31", "modelPlatformTested": "GetVisus extraction + Wikipedia/Wikidata APIs + Reddit/YouTube public checks + sampled AI recommendation prompt", "evidenceLimitations": "Directional evidence check, not a complete social listening crawl or ranking guarantee." }, { "businessName": "giffgaff", "websiteUrl": "https://www.giffgaff.com", "category": "national", "industry": "Mobile network", "countryRegion": "UK", "mainCommercialKeyword": "cheap SIM only plan UK", "directCompetitors": [ "VOXI", "Smarty", "Lebara" ], "websiteReadinessScore": 53, "aiRecommendationPresence": "no", "aiCitationCount": 0, "aiMentionCount": 0, "aiCompetitorMentionedInstead": "Smarty", "externalCitationSurfaceScore": 68, "redditEvidence": "unknown", "youtubeEvidence": "yes", "wikipediaEvidence": "yes", "wikidataEvidence": "yes", "reviewPlatformEvidence": "no", "directoryProfileEvidence": "yes", "newsOrPublisherEvidence": "no", "linkedExternalProofCount": 5, "linkedExternalProofExamples": [ "https://twitter.com/giffgaff", "https://www.facebook.com/giffgaffmobile", "https://www.linkedin.com/company/giffgaff", "https://www.youtube.com/user/giffgaffTV", "https://instagram.com/giffgaff" ], "thirdPartyEvidenceUrls": [ "https://www.linkedin.com/company/giffgaff", "https://twitter.com/giffgaff", "https://www.facebook.com/giffgaffmobile", "https://www.youtube.com/user/giffgaffTV", "https://instagram.com/giffgaff" ], "citationSurfaceSummary": "4/7 checked evidence surfaces showed a positive signal. Website exposed 5 linked external proof URLs.", "strongestEvidenceSurface": "Wikipedia", "mainCitationGap": "No clear review or category proof surface detected", "topRecommendedCitationFix": "Add and link a stable review/category profile such as Google Business Profile, Trustpilot, G2, Capterra, Tripadvisor, or an industry directory where relevant.", "auditDate": "2026-05-31", "modelPlatformTested": "GetVisus extraction + Wikipedia/Wikidata APIs + Reddit/YouTube public checks + sampled AI recommendation prompt", "evidenceLimitations": "Directional evidence check, not a complete social listening crawl or ranking guarantee." }, { "businessName": "Smarty", "websiteUrl": "https://smarty.co.uk", "category": "national", "industry": "Mobile network", "countryRegion": "UK", "mainCommercialKeyword": "best value SIM only UK", "directCompetitors": [ "giffgaff", "VOXI", "Lebara" ], "websiteReadinessScore": 29, "aiRecommendationPresence": "no", "aiCitationCount": 0, "aiMentionCount": 0, "aiCompetitorMentionedInstead": "Voicemail", "externalCitationSurfaceScore": 66, "redditEvidence": "unknown", "youtubeEvidence": "yes", "wikipediaEvidence": "no", "wikidataEvidence": "yes", "reviewPlatformEvidence": "yes", "directoryProfileEvidence": "yes", "newsOrPublisherEvidence": "no", "linkedExternalProofCount": 6, "linkedExternalProofExamples": [ "https://www.trustpilot.com/review/smarty.co.uk", "https://www.facebook.com/SMARTYMobileuk", "https://x.com/SMARTYMobileUK", "https://www.youtube.com/@SMARTYMobileUK", "https://www.linkedin.com/company/smartymobile-uk/", "https://www.instagram.com/smartymobileuk/" ], "thirdPartyEvidenceUrls": [ "https://www.trustpilot.com/review/smarty.co.uk", "https://www.linkedin.com/company/smartymobile-uk/", "https://www.facebook.com/SMARTYMobileuk", "https://x.com/SMARTYMobileUK", "https://www.youtube.com/@SMARTYMobileUK", "https://www.instagram.com/smartymobileuk/" ], "citationSurfaceSummary": "4/7 checked evidence surfaces showed a positive signal. Website exposed 6 linked external proof URLs.", "strongestEvidenceSurface": "Wikidata", "mainCitationGap": "No visible community discussion surface detected", "topRecommendedCitationFix": "Build authentic community proof where relevant, and link only stable, useful Reddit/forum discussions or community profiles from the site when appropriate.", "auditDate": "2026-05-31", "modelPlatformTested": "GetVisus extraction + Wikipedia/Wikidata APIs + Reddit/YouTube public checks + sampled AI recommendation prompt", "evidenceLimitations": "Directional evidence check, not a complete social listening crawl or ranking guarantee." }, { "businessName": "AO", "websiteUrl": "https://ao.com", "category": "national", "industry": "Appliance retail", "countryRegion": "UK", "mainCommercialKeyword": "buy washing machine online UK", "directCompetitors": [ "Currys", "John Lewis", "Argos" ], "websiteReadinessScore": null, "aiRecommendationPresence": "not checked", "aiCitationCount": 0, "aiMentionCount": 0, "aiCompetitorMentionedInstead": "Currys", "externalCitationSurfaceScore": 0, "redditEvidence": "unknown", "youtubeEvidence": "unknown", "wikipediaEvidence": "unknown", "wikidataEvidence": "unknown", "reviewPlatformEvidence": "unknown", "directoryProfileEvidence": "unknown", "newsOrPublisherEvidence": "unknown", "linkedExternalProofCount": 0, "linkedExternalProofExamples": [], "thirdPartyEvidenceUrls": [], "citationSurfaceSummary": "Website extraction failed, so external evidence could not be assessed reliably.", "strongestEvidenceSurface": "Unknown", "mainCitationGap": "Website extraction failed", "topRecommendedCitationFix": "Confirm the URL is reachable, then rerun the citation-surface benchmark.", "auditDate": "2026-05-31", "modelPlatformTested": "GetVisus extraction + external evidence checks", "evidenceLimitations": "Directional evidence check; this row has an extraction error.", "extractionError": "HTTP 403" }, { "businessName": "Currys", "websiteUrl": "https://www.currys.co.uk", "category": "national", "industry": "Electronics retail", "countryRegion": "UK", "mainCommercialKeyword": "buy laptop UK", "directCompetitors": [ "AO", "Argos", "John Lewis" ], "websiteReadinessScore": null, "aiRecommendationPresence": "not checked", "aiCitationCount": 0, "aiMentionCount": 0, "aiCompetitorMentionedInstead": "AO", "externalCitationSurfaceScore": 0, "redditEvidence": "unknown", "youtubeEvidence": "unknown", "wikipediaEvidence": "unknown", "wikidataEvidence": "unknown", "reviewPlatformEvidence": "unknown", "directoryProfileEvidence": "unknown", "newsOrPublisherEvidence": "unknown", "linkedExternalProofCount": 0, "linkedExternalProofExamples": [], "thirdPartyEvidenceUrls": [], "citationSurfaceSummary": "Website extraction failed, so external evidence could not be assessed reliably.", "strongestEvidenceSurface": "Unknown", "mainCitationGap": "Website extraction failed", "topRecommendedCitationFix": "Confirm the URL is reachable, then rerun the citation-surface benchmark.", "auditDate": "2026-05-31", "modelPlatformTested": "GetVisus extraction + external evidence checks", "evidenceLimitations": "Directional evidence check; this row has an extraction error.", "extractionError": "HTTP 403" }, { "businessName": "John Lewis", "websiteUrl": "https://www.johnlewis.com", "category": "national", "industry": "Retail", "countryRegion": "UK", "mainCommercialKeyword": "best department store online UK", "directCompetitors": [ "Marks & Spencer", "Next", "Debenhams" ], "websiteReadinessScore": 99, "aiRecommendationPresence": "yes", "aiCitationCount": 0, "aiMentionCount": 1, "aiCompetitorMentionedInstead": "", "externalCitationSurfaceScore": 68, "redditEvidence": "unknown", "youtubeEvidence": "yes", "wikipediaEvidence": "yes", "wikidataEvidence": "yes", "reviewPlatformEvidence": "no", "directoryProfileEvidence": "yes", "newsOrPublisherEvidence": "no", "linkedExternalProofCount": 5, "linkedExternalProofExamples": [ "https://www.facebook.com/johnlewisretail", "https://x.com/JohnLewisRetail", "https://www.youtube.com/JohnLewisandPartners", "https://www.instagram.com/johnlewis/", "https://www.linkedin.com/company/johnlewisandpartners" ], "thirdPartyEvidenceUrls": [ "https://www.linkedin.com/company/johnlewisandpartners", "https://www.facebook.com/johnlewisretail", "https://x.com/JohnLewisRetail", "https://www.youtube.com/JohnLewisandPartners", "https://www.instagram.com/johnlewis/" ], "citationSurfaceSummary": "4/7 checked evidence surfaces showed a positive signal. Website exposed 5 linked external proof URLs.", "strongestEvidenceSurface": "Wikipedia", "mainCitationGap": "No clear review or category proof surface detected", "topRecommendedCitationFix": "Add and link a stable review/category profile such as Google Business Profile, Trustpilot, G2, Capterra, Tripadvisor, or an industry directory where relevant.", "auditDate": "2026-05-31", "modelPlatformTested": "GetVisus extraction + Wikipedia/Wikidata APIs + Reddit/YouTube public checks + sampled AI recommendation prompt", "evidenceLimitations": "Directional evidence check, not a complete social listening crawl or ranking guarantee." }, { "businessName": "Marks & Spencer", "websiteUrl": "https://www.marksandspencer.com", "category": "national", "industry": "Retail", "countryRegion": "UK", "mainCommercialKeyword": "women clothing retailer UK", "directCompetitors": [ "John Lewis", "Next", "Zara" ], "websiteReadinessScore": 92, "aiRecommendationPresence": "yes", "aiCitationCount": 0, "aiMentionCount": 1, "aiCompetitorMentionedInstead": "", "externalCitationSurfaceScore": 68, "redditEvidence": "unknown", "youtubeEvidence": "yes", "wikipediaEvidence": "yes", "wikidataEvidence": "yes", "reviewPlatformEvidence": "no", "directoryProfileEvidence": "yes", "newsOrPublisherEvidence": "no", "linkedExternalProofCount": 4, "linkedExternalProofExamples": [ "https://www.facebook.com/MarksandSpencer", "https://www.twitter.com/marksandspencer", "https://www.youtube.com/marksandspencertv?sub_confirmation=1", "https://www.instagram.com/marksandspencer/" ], "thirdPartyEvidenceUrls": [ "https://www.facebook.com/MarksandSpencer", "https://www.twitter.com/marksandspencer", "https://www.youtube.com/marksandspencertv?sub_confirmation=1", "https://www.instagram.com/marksandspencer/" ], "citationSurfaceSummary": "4/7 checked evidence surfaces showed a positive signal. Website exposed 4 linked external proof URLs.", "strongestEvidenceSurface": "Wikipedia", "mainCitationGap": "No clear review or category proof surface detected", "topRecommendedCitationFix": "Add and link a stable review/category profile such as Google Business Profile, Trustpilot, G2, Capterra, Tripadvisor, or an industry directory where relevant.", "auditDate": "2026-05-31", "modelPlatformTested": "GetVisus extraction + Wikipedia/Wikidata APIs + Reddit/YouTube public checks + sampled AI recommendation prompt", "evidenceLimitations": "Directional evidence check, not a complete social listening crawl or ranking guarantee." }, { "businessName": "Next", "websiteUrl": "https://www.next.co.uk", "category": "national", "industry": "Retail", "countryRegion": "UK", "mainCommercialKeyword": "home and clothing retailer UK", "directCompetitors": [ "Marks & Spencer", "John Lewis", "ASOS" ], "websiteReadinessScore": null, "aiRecommendationPresence": "not checked", "aiCitationCount": 0, "aiMentionCount": 0, "aiCompetitorMentionedInstead": "Marks & Spencer", "externalCitationSurfaceScore": 0, "redditEvidence": "unknown", "youtubeEvidence": "unknown", "wikipediaEvidence": "unknown", "wikidataEvidence": "unknown", "reviewPlatformEvidence": "unknown", "directoryProfileEvidence": "unknown", "newsOrPublisherEvidence": "unknown", "linkedExternalProofCount": 0, "linkedExternalProofExamples": [], "thirdPartyEvidenceUrls": [], "citationSurfaceSummary": "Website extraction failed, so external evidence could not be assessed reliably.", "strongestEvidenceSurface": "Unknown", "mainCitationGap": "Website extraction failed", "topRecommendedCitationFix": "Confirm the URL is reachable, then rerun the citation-surface benchmark.", "auditDate": "2026-05-31", "modelPlatformTested": "GetVisus extraction + external evidence checks", "evidenceLimitations": "Directional evidence check; this row has an extraction error.", "extractionError": "HTTP 403" }, { "businessName": "ASOS", "websiteUrl": "https://www.asos.com", "category": "national", "industry": "Fashion ecommerce", "countryRegion": "UK", "mainCommercialKeyword": "online fashion retailer UK", "directCompetitors": [ "Boohoo", "Zalando", "H&M" ], "websiteReadinessScore": null, "aiRecommendationPresence": "not checked", "aiCitationCount": 0, "aiMentionCount": 0, "aiCompetitorMentionedInstead": "Boohoo", "externalCitationSurfaceScore": 0, "redditEvidence": "unknown", "youtubeEvidence": "unknown", "wikipediaEvidence": "unknown", "wikidataEvidence": "unknown", "reviewPlatformEvidence": "unknown", "directoryProfileEvidence": "unknown", "newsOrPublisherEvidence": "unknown", "linkedExternalProofCount": 0, "linkedExternalProofExamples": [], "thirdPartyEvidenceUrls": [], "citationSurfaceSummary": "Website extraction failed, so external evidence could not be assessed reliably.", "strongestEvidenceSurface": "Unknown", "mainCitationGap": "Website extraction failed", "topRecommendedCitationFix": "Confirm the URL is reachable, then rerun the citation-surface benchmark.", "auditDate": "2026-05-31", "modelPlatformTested": "GetVisus extraction + external evidence checks", "evidenceLimitations": "Directional evidence check; this row has an extraction error.", "extractionError": "This operation was aborted" }, { "businessName": "BrewDog", "websiteUrl": "https://www.brewdog.com/uk", "category": "national", "industry": "Food and drink", "countryRegion": "UK", "mainCommercialKeyword": "craft beer subscription UK", "directCompetitors": [ "Beavertown", "Camden Town Brewery", "Northern Monk" ], "websiteReadinessScore": 76, "aiRecommendationPresence": "yes", "aiCitationCount": 0, "aiMentionCount": 1, "aiCompetitorMentionedInstead": "", "externalCitationSurfaceScore": 65, "redditEvidence": "unknown", "youtubeEvidence": "yes", "wikipediaEvidence": "yes", "wikidataEvidence": "yes", "reviewPlatformEvidence": "no", "directoryProfileEvidence": "yes", "newsOrPublisherEvidence": "no", "linkedExternalProofCount": 3, "linkedExternalProofExamples": [ "https://www.youtube.com/BrewDogBeer", "https://www.instagram.com/brewdogofficial", "https://x.com/brewdog" ], "thirdPartyEvidenceUrls": [ "https://www.youtube.com/BrewDogBeer", "https://www.instagram.com/brewdogofficial", "https://x.com/brewdog" ], "citationSurfaceSummary": "4/7 checked evidence surfaces showed a positive signal. Website exposed 3 linked external proof URLs.", "strongestEvidenceSurface": "Wikipedia", "mainCitationGap": "No clear review or category proof surface detected", "topRecommendedCitationFix": "Add and link a stable review/category profile such as Google Business Profile, Trustpilot, G2, Capterra, Tripadvisor, or an industry directory where relevant.", "auditDate": "2026-05-31", "modelPlatformTested": "GetVisus extraction + Wikipedia/Wikidata APIs + Reddit/YouTube public checks + sampled AI recommendation prompt", "evidenceLimitations": "Directional evidence check, not a complete social listening crawl or ranking guarantee." }, { "businessName": "PureGym", "websiteUrl": "https://www.puregym.com", "category": "national", "industry": "Fitness", "countryRegion": "UK", "mainCommercialKeyword": "cheap gym membership UK", "directCompetitors": [ "The Gym Group", "Nuffield Health", "David Lloyd" ], "websiteReadinessScore": 71, "aiRecommendationPresence": "yes", "aiCitationCount": 0, "aiMentionCount": 1, "aiCompetitorMentionedInstead": "", "externalCitationSurfaceScore": 68, "redditEvidence": "unknown", "youtubeEvidence": "yes", "wikipediaEvidence": "yes", "wikidataEvidence": "yes", "reviewPlatformEvidence": "no", "directoryProfileEvidence": "yes", "newsOrPublisherEvidence": "no", "linkedExternalProofCount": 5, "linkedExternalProofExamples": [ "https://www.facebook.com/puregym/", "https://www.instagram.com/puregymofficial/?hl=en", "https://uk.linkedin.com/company/pure-gym", "https://www.youtube.com/channel/UCBbB-PR9CsGcMnswP04TbhQ", "https://en-gb.facebook.com/puregym/" ], "thirdPartyEvidenceUrls": [ "https://uk.linkedin.com/company/pure-gym", "https://www.facebook.com/puregym/", "https://www.instagram.com/puregymofficial/?hl=en", "https://www.youtube.com/channel/UCBbB-PR9CsGcMnswP04TbhQ", "https://en-gb.facebook.com/puregym/" ], "citationSurfaceSummary": "4/7 checked evidence surfaces showed a positive signal. Website exposed 5 linked external proof URLs.", "strongestEvidenceSurface": "Wikipedia", "mainCitationGap": "No clear review or category proof surface detected", "topRecommendedCitationFix": "Add and link a stable review/category profile such as Google Business Profile, Trustpilot, G2, Capterra, Tripadvisor, or an industry directory where relevant.", "auditDate": "2026-05-31", "modelPlatformTested": "GetVisus extraction + Wikipedia/Wikidata APIs + Reddit/YouTube public checks + sampled AI recommendation prompt", "evidenceLimitations": "Directional evidence check, not a complete social listening crawl or ranking guarantee." }, { "businessName": "Travelodge", "websiteUrl": "https://www.travelodge.co.uk", "category": "national", "industry": "Hotels", "countryRegion": "UK", "mainCommercialKeyword": "budget hotel UK", "directCompetitors": [ "Premier Inn", "easyHotel", "Ibis" ], "websiteReadinessScore": 71, "aiRecommendationPresence": "yes", "aiCitationCount": 0, "aiMentionCount": 1, "aiCompetitorMentionedInstead": "", "externalCitationSurfaceScore": 65, "redditEvidence": "unknown", "youtubeEvidence": "yes", "wikipediaEvidence": "yes", "wikidataEvidence": "yes", "reviewPlatformEvidence": "no", "directoryProfileEvidence": "yes", "newsOrPublisherEvidence": "no", "linkedExternalProofCount": 3, "linkedExternalProofExamples": [ "https://en-gb.facebook.com/travelodgeuk", "https://www.instagram.com/TravelodgeUK/", "https://www.youtube.com/user/TravelodgeUK" ], "thirdPartyEvidenceUrls": [ "https://en-gb.facebook.com/travelodgeuk", "https://www.instagram.com/TravelodgeUK/", "https://www.youtube.com/user/TravelodgeUK" ], "citationSurfaceSummary": "4/7 checked evidence surfaces showed a positive signal. Website exposed 3 linked external proof URLs.", "strongestEvidenceSurface": "Wikipedia", "mainCitationGap": "No clear review or category proof surface detected", "topRecommendedCitationFix": "Add and link a stable review/category profile such as Google Business Profile, Trustpilot, G2, Capterra, Tripadvisor, or an industry directory where relevant.", "auditDate": "2026-05-31", "modelPlatformTested": "GetVisus extraction + Wikipedia/Wikidata APIs + Reddit/YouTube public checks + sampled AI recommendation prompt", "evidenceLimitations": "Directional evidence check, not a complete social listening crawl or ranking guarantee." }, { "businessName": "Greggs", "websiteUrl": "https://www.greggs.co.uk", "category": "national", "industry": "Food retail", "countryRegion": "UK", "mainCommercialKeyword": "bakery chain UK", "directCompetitors": [ "Pret A Manger", "Costa Coffee", "Subway" ], "websiteReadinessScore": 52, "aiRecommendationPresence": "yes", "aiCitationCount": 0, "aiMentionCount": 1, "aiCompetitorMentionedInstead": "", "externalCitationSurfaceScore": 65, "redditEvidence": "unknown", "youtubeEvidence": "yes", "wikipediaEvidence": "yes", "wikidataEvidence": "yes", "reviewPlatformEvidence": "no", "directoryProfileEvidence": "yes", "newsOrPublisherEvidence": "no", "linkedExternalProofCount": 3, "linkedExternalProofExamples": [ "https://www.facebook.com/greggsofficial", "https://www.instagram.com/greggs_official", "https://twitter.com/GreggsOfficial" ], "thirdPartyEvidenceUrls": [ "https://www.facebook.com/greggsofficial", "https://www.instagram.com/greggs_official", "https://twitter.com/GreggsOfficial" ], "citationSurfaceSummary": "4/7 checked evidence surfaces showed a positive signal. Website exposed 3 linked external proof URLs.", "strongestEvidenceSurface": "Wikipedia", "mainCitationGap": "No clear review or category proof surface detected", "topRecommendedCitationFix": "Add and link a stable review/category profile such as Google Business Profile, Trustpilot, G2, Capterra, Tripadvisor, or an industry directory where relevant.", "auditDate": "2026-05-31", "modelPlatformTested": "GetVisus extraction + Wikipedia/Wikidata APIs + Reddit/YouTube public checks + sampled AI recommendation prompt", "evidenceLimitations": "Directional evidence check, not a complete social listening crawl or ranking guarantee." }, { "businessName": "Huel", "websiteUrl": "https://uk.huel.com", "category": "national", "industry": "Nutrition ecommerce", "countryRegion": "UK", "mainCommercialKeyword": "meal replacement shake UK", "directCompetitors": [ "Myprotein", "Protein Works", "Bulk" ], "websiteReadinessScore": 100, "aiRecommendationPresence": "yes", "aiCitationCount": 0, "aiMentionCount": 1, "aiCompetitorMentionedInstead": "", "externalCitationSurfaceScore": 68, "redditEvidence": "unknown", "youtubeEvidence": "yes", "wikipediaEvidence": "yes", "wikidataEvidence": "yes", "reviewPlatformEvidence": "no", "directoryProfileEvidence": "yes", "newsOrPublisherEvidence": "no", "linkedExternalProofCount": 8, "linkedExternalProofExamples": [ "https://www.youtube.com/channel/UCQSprxdZWM2c0g8wc7qKDmw", "https://facebook.com/huel", "https://x.com/huel", "https://www.linkedin.com/company/huel", "https://www.instagram.com/huel/?hl=en", "https://www.facebook.com/gethuel", "https://www.instagram.com/huel", "https://twitter.com/gethuel" ], "thirdPartyEvidenceUrls": [ "https://www.linkedin.com/company/huel", "https://www.youtube.com/channel/UCQSprxdZWM2c0g8wc7qKDmw", "https://facebook.com/huel", "https://x.com/huel", "https://www.instagram.com/huel/?hl=en", "https://www.facebook.com/gethuel", "https://www.instagram.com/huel", "https://twitter.com/gethuel" ], "citationSurfaceSummary": "4/7 checked evidence surfaces showed a positive signal. Website exposed 8 linked external proof URLs.", "strongestEvidenceSurface": "Wikipedia", "mainCitationGap": "No clear review or category proof surface detected", "topRecommendedCitationFix": "Add and link a stable review/category profile such as Google Business Profile, Trustpilot, G2, Capterra, Tripadvisor, or an industry directory where relevant.", "auditDate": "2026-05-31", "modelPlatformTested": "GetVisus extraction + Wikipedia/Wikidata APIs + Reddit/YouTube public checks + sampled AI recommendation prompt", "evidenceLimitations": "Directional evidence check, not a complete social listening crawl or ranking guarantee." }, { "businessName": "Motorway", "websiteUrl": "https://motorway.co.uk", "category": "national", "industry": "Used cars", "countryRegion": "UK", "mainCommercialKeyword": "sell my car online UK", "directCompetitors": [ "We Buy Any Car", "Cazoo", "Auto Trader" ], "websiteReadinessScore": 100, "aiRecommendationPresence": "yes", "aiCitationCount": 0, "aiMentionCount": 1, "aiCompetitorMentionedInstead": "", "externalCitationSurfaceScore": 100, "redditEvidence": "yes", "youtubeEvidence": "yes", "wikipediaEvidence": "yes", "wikidataEvidence": "yes", "reviewPlatformEvidence": "yes", "directoryProfileEvidence": "yes", "newsOrPublisherEvidence": "yes", "linkedExternalProofCount": 10, "linkedExternalProofExamples": [ "https://uk.trustpilot.com/review/motorway.co.uk?utm_medium=trustbox&utm_source=Slider", "https://www.facebook.com/motorwayhq", "https://x.com/motorway", "https://www.instagram.com/motorway/", "https://www.reddit.com/r/MotorwayUK/", "https://twitter.com/motorway", "https://www.linkedin.com/company/motorway-online-ltd./", "https://www.youtube.com/@motorway" ], "thirdPartyEvidenceUrls": [ "https://uk.trustpilot.com/review/motorway.co.uk?utm_medium=trustbox&utm_source=Slider", "https://www.linkedin.com/company/motorway-online-ltd./", "https://uk.trustpilot.com/review/motorway.co.uk", "https://www.facebook.com/motorwayhq", "https://x.com/motorway", "https://www.instagram.com/motorway/", "https://www.reddit.com/r/MotorwayUK/", "https://twitter.com/motorway", "https://www.youtube.com/@motorway", "https://en.wikipedia.org/wiki/Motorway_(brand)" ], "citationSurfaceSummary": "7/7 checked evidence surfaces showed a positive signal. Website exposed 10 linked external proof URLs.", "strongestEvidenceSurface": "Wikipedia", "mainCitationGap": "Citation evidence exists but could be packaged more clearly", "topRecommendedCitationFix": "Create a citation hub that links reviews, videos, profiles, press, case studies, and third-party proof from one crawlable page.", "auditDate": "2026-05-31", "modelPlatformTested": "GetVisus extraction + Wikipedia/Wikidata APIs + Reddit/YouTube public checks + sampled AI recommendation prompt", "evidenceLimitations": "Directional evidence check, not a complete social listening crawl or ranking guarantee." }, { "businessName": "Moneybox", "websiteUrl": "https://www.moneyboxapp.com", "category": "national", "industry": "Fintech investing", "countryRegion": "UK", "mainCommercialKeyword": "stocks and shares ISA app UK", "directCompetitors": [ "Nutmeg", "Freetrade", "Trading 212" ], "websiteReadinessScore": 57, "aiRecommendationPresence": "no", "aiCitationCount": 0, "aiMentionCount": 0, "aiCompetitorMentionedInstead": "Interactive Investor", "externalCitationSurfaceScore": 82, "redditEvidence": "unknown", "youtubeEvidence": "yes", "wikipediaEvidence": "yes", "wikidataEvidence": "yes", "reviewPlatformEvidence": "yes", "directoryProfileEvidence": "yes", "newsOrPublisherEvidence": "no", "linkedExternalProofCount": 5, "linkedExternalProofExamples": [ "https://www.trustpilot.com/review/moneyboxapp.com", "https://facebook.com/moneyboxteam", "https://instagram.com/moneyboxteam", "https://x.com/moneyboxteam", "https://www.linkedin.com/company/digital-moneybox/posts/" ], "thirdPartyEvidenceUrls": [ "https://www.trustpilot.com/review/moneyboxapp.com", "https://www.linkedin.com/company/digital-moneybox/posts/", "https://facebook.com/moneyboxteam", "https://instagram.com/moneyboxteam", "https://x.com/moneyboxteam" ], "citationSurfaceSummary": "5/7 checked evidence surfaces showed a positive signal. Website exposed 5 linked external proof URLs.", "strongestEvidenceSurface": "Wikipedia", "mainCitationGap": "No visible community discussion surface detected", "topRecommendedCitationFix": "Build authentic community proof where relevant, and link only stable, useful Reddit/forum discussions or community profiles from the site when appropriate.", "auditDate": "2026-05-31", "modelPlatformTested": "GetVisus extraction + Wikipedia/Wikidata APIs + Reddit/YouTube public checks + sampled AI recommendation prompt", "evidenceLimitations": "Directional evidence check, not a complete social listening crawl or ranking guarantee." }, { "businessName": "Stripe", "websiteUrl": "https://stripe.com", "category": "international", "industry": "Payments", "countryRegion": "Global", "mainCommercialKeyword": "payment processor for SaaS", "directCompetitors": [ "Adyen", "PayPal", "Braintree" ], "websiteReadinessScore": 99, "aiRecommendationPresence": "yes", "aiCitationCount": 0, "aiMentionCount": 1, "aiCompetitorMentionedInstead": "", "externalCitationSurfaceScore": 78, "redditEvidence": "unknown", "youtubeEvidence": "yes", "wikipediaEvidence": "yes", "wikidataEvidence": "yes", "reviewPlatformEvidence": "no", "directoryProfileEvidence": "yes", "newsOrPublisherEvidence": "yes", "linkedExternalProofCount": 11, "linkedExternalProofExamples": [ "https://github.com/stripe", "https://www.youtube.com/watch?v=eMSqlQMk480", "https://twitter.com/stripe", "https://youtube.com/@stripe", "https://youtube.com/@StripeDev", "https://www.linkedin.com/company/stripe/", "https://www.facebook.com/StripeHQ", "https://en.wikipedia.org/wiki/Stripe,_Inc." ], "thirdPartyEvidenceUrls": [ "https://www.linkedin.com/company/stripe/", "https://github.com/stripe", "https://www.youtube.com/watch?v=eMSqlQMk480", "https://twitter.com/stripe", "https://youtube.com/@stripe", "https://youtube.com/@StripeDev", "https://www.facebook.com/StripeHQ", "https://en.wikipedia.org/wiki/Stripe,_Inc.", "https://www.crunchbase.com/organization/stripe", "https://www.instagram.com/stripehq/", "https://www.wikidata.org/wiki/Q7624104" ], "citationSurfaceSummary": "5/7 checked evidence surfaces showed a positive signal. Website exposed 11 linked external proof URLs.", "strongestEvidenceSurface": "Wikipedia", "mainCitationGap": "No clear review or category proof surface detected", "topRecommendedCitationFix": "Add and link a stable review/category profile such as Google Business Profile, Trustpilot, G2, Capterra, Tripadvisor, or an industry directory where relevant.", "auditDate": "2026-05-31", "modelPlatformTested": "GetVisus extraction + Wikipedia/Wikidata APIs + Reddit/YouTube public checks + sampled AI recommendation prompt", "evidenceLimitations": "Directional evidence check, not a complete social listening crawl or ranking guarantee." }, { "businessName": "Shopify", "websiteUrl": "https://www.shopify.com", "category": "international", "industry": "Ecommerce platform", "countryRegion": "Global", "mainCommercialKeyword": "best ecommerce platform", "directCompetitors": [ "WooCommerce", "BigCommerce", "Wix" ], "websiteReadinessScore": 88, "aiRecommendationPresence": "yes", "aiCitationCount": 0, "aiMentionCount": 1, "aiCompetitorMentionedInstead": "", "externalCitationSurfaceScore": 78, "redditEvidence": "unknown", "youtubeEvidence": "yes", "wikipediaEvidence": "yes", "wikidataEvidence": "yes", "reviewPlatformEvidence": "no", "directoryProfileEvidence": "yes", "newsOrPublisherEvidence": "yes", "linkedExternalProofCount": 11, "linkedExternalProofExamples": [ "https://www.facebook.com/shopify", "https://twitter.com/shopify", "https://www.youtube.com/user/shopify", "https://www.instagram.com/shopify/", "https://www.linkedin.com/company/shopify", "https://www.facebook.com/shopify/", "https://x.com/Shopify", "https://www.youtube.com/shopify" ], "thirdPartyEvidenceUrls": [ "https://www.linkedin.com/company/shopify", "https://www.linkedin.com/company/shopify/", "https://www.facebook.com/shopify", "https://twitter.com/shopify", "https://www.youtube.com/user/shopify", "https://www.instagram.com/shopify/", "https://www.facebook.com/shopify/", "https://x.com/Shopify", "https://www.youtube.com/shopify", "https://github.com/Shopify", "https://en.wikipedia.org/wiki/Shopify" ], "citationSurfaceSummary": "5/7 checked evidence surfaces showed a positive signal. Website exposed 11 linked external proof URLs.", "strongestEvidenceSurface": "Wikipedia", "mainCitationGap": "No clear review or category proof surface detected", "topRecommendedCitationFix": "Add and link a stable review/category profile such as Google Business Profile, Trustpilot, G2, Capterra, Tripadvisor, or an industry directory where relevant.", "auditDate": "2026-05-31", "modelPlatformTested": "GetVisus extraction + Wikipedia/Wikidata APIs + Reddit/YouTube public checks + sampled AI recommendation prompt", "evidenceLimitations": "Directional evidence check, not a complete social listening crawl or ranking guarantee." }, { "businessName": "HubSpot", "websiteUrl": "https://www.hubspot.com", "category": "international", "industry": "CRM", "countryRegion": "Global", "mainCommercialKeyword": "best CRM for small business", "directCompetitors": [ "Salesforce", "Pipedrive", "Zoho CRM" ], "websiteReadinessScore": 99, "aiRecommendationPresence": "yes", "aiCitationCount": 0, "aiMentionCount": 1, "aiCompetitorMentionedInstead": "", "externalCitationSurfaceScore": 90, "redditEvidence": "yes", "youtubeEvidence": "yes", "wikipediaEvidence": "yes", "wikidataEvidence": "yes", "reviewPlatformEvidence": "no", "directoryProfileEvidence": "yes", "newsOrPublisherEvidence": "yes", "linkedExternalProofCount": 9, "linkedExternalProofExamples": [ "https://www.facebook.com/hubspot", "https://www.instagram.com/hubspot/", "https://youtube.com/user/HubSpot", "https://x.com/HubSpot", "https://www.linkedin.com/company/hubspot", "https://www.reddit.com/r/hubspot", "https://www.wikidata.org/wiki/Q5926631", "https://en.wikipedia.org/wiki/HubSpot" ], "thirdPartyEvidenceUrls": [ "https://www.linkedin.com/company/hubspot", "https://www.facebook.com/hubspot", "https://www.instagram.com/hubspot/", "https://youtube.com/user/HubSpot", "https://x.com/HubSpot", "https://www.reddit.com/r/hubspot", "https://www.wikidata.org/wiki/Q5926631", "https://en.wikipedia.org/wiki/HubSpot", "https://www.facebook.com/hubspot/" ], "citationSurfaceSummary": "6/7 checked evidence surfaces showed a positive signal. Website exposed 9 linked external proof URLs.", "strongestEvidenceSurface": "Wikipedia", "mainCitationGap": "No clear review or category proof surface detected", "topRecommendedCitationFix": "Add and link a stable review/category profile such as Google Business Profile, Trustpilot, G2, Capterra, Tripadvisor, or an industry directory where relevant.", "auditDate": "2026-05-31", "modelPlatformTested": "GetVisus extraction + Wikipedia/Wikidata APIs + Reddit/YouTube public checks + sampled AI recommendation prompt", "evidenceLimitations": "Directional evidence check, not a complete social listening crawl or ranking guarantee." }, { "businessName": "Salesforce", "websiteUrl": "https://www.salesforce.com", "category": "international", "industry": "CRM", "countryRegion": "Global", "mainCommercialKeyword": "enterprise CRM software", "directCompetitors": [ "HubSpot", "Microsoft Dynamics 365", "Oracle CX" ], "websiteReadinessScore": 100, "aiRecommendationPresence": "yes", "aiCitationCount": 0, "aiMentionCount": 1, "aiCompetitorMentionedInstead": "", "externalCitationSurfaceScore": 44, "redditEvidence": "unknown", "youtubeEvidence": "yes", "wikipediaEvidence": "yes", "wikidataEvidence": "yes", "reviewPlatformEvidence": "no", "directoryProfileEvidence": "no", "newsOrPublisherEvidence": "no", "linkedExternalProofCount": 0, "linkedExternalProofExamples": [], "thirdPartyEvidenceUrls": [], "citationSurfaceSummary": "3/7 checked evidence surfaces showed a positive signal. Website exposed 0 linked external proof URLs.", "strongestEvidenceSurface": "Wikipedia", "mainCitationGap": "No clear review or category proof surface detected", "topRecommendedCitationFix": "Add and link a stable review/category profile such as Google Business Profile, Trustpilot, G2, Capterra, Tripadvisor, or an industry directory where relevant.", "auditDate": "2026-05-31", "modelPlatformTested": "GetVisus extraction + Wikipedia/Wikidata APIs + Reddit/YouTube public checks + sampled AI recommendation prompt", "evidenceLimitations": "Directional evidence check, not a complete social listening crawl or ranking guarantee." }, { "businessName": "Slack", "websiteUrl": "https://slack.com", "category": "international", "industry": "Team communication", "countryRegion": "Global", "mainCommercialKeyword": "team communication app", "directCompetitors": [ "Microsoft Teams", "Discord", "Google Chat" ], "websiteReadinessScore": 72, "aiRecommendationPresence": "yes", "aiCitationCount": 0, "aiMentionCount": 1, "aiCompetitorMentionedInstead": "", "externalCitationSurfaceScore": 52, "redditEvidence": "unknown", "youtubeEvidence": "yes", "wikipediaEvidence": "no", "wikidataEvidence": "yes", "reviewPlatformEvidence": "no", "directoryProfileEvidence": "yes", "newsOrPublisherEvidence": "no", "linkedExternalProofCount": 9, "linkedExternalProofExamples": [ "https://www.youtube.com/embed/81w8NsYORv8", "https://www.youtube.com/embed/enYP8gI8VmE", "https://www.youtube.com/embed/nl66SzwkGKU", "https://www.youtube.com/embed/N4kpe-J8kP0", "https://www.linkedin.com/company/tiny-spec-inc/", "https://www.instagram.com/slackhq/", "https://facebook.com/slackhq", "https://twitter.com/slackhq" ], "thirdPartyEvidenceUrls": [ "https://www.linkedin.com/company/tiny-spec-inc/", "https://www.youtube.com/embed/81w8NsYORv8", "https://www.youtube.com/embed/enYP8gI8VmE", "https://www.youtube.com/embed/nl66SzwkGKU", "https://www.youtube.com/embed/N4kpe-J8kP0", "https://www.instagram.com/slackhq/", "https://facebook.com/slackhq", "https://twitter.com/slackhq", "https://www.youtube.com/channel/UCY3YECgeBcLCzIrFLP4gblw" ], "citationSurfaceSummary": "3/7 checked evidence surfaces showed a positive signal. Website exposed 9 linked external proof URLs.", "strongestEvidenceSurface": "Wikidata", "mainCitationGap": "No clear review or category proof surface detected", "topRecommendedCitationFix": "Add and link a stable review/category profile such as Google Business Profile, Trustpilot, G2, Capterra, Tripadvisor, or an industry directory where relevant.", "auditDate": "2026-05-31", "modelPlatformTested": "GetVisus extraction + Wikipedia/Wikidata APIs + Reddit/YouTube public checks + sampled AI recommendation prompt", "evidenceLimitations": "Directional evidence check, not a complete social listening crawl or ranking guarantee." }, { "businessName": "Notion", "websiteUrl": "https://www.notion.so", "category": "international", "industry": "Productivity software", "countryRegion": "Global", "mainCommercialKeyword": "all in one workspace app", "directCompetitors": [ "Coda", "Airtable", "Confluence" ], "websiteReadinessScore": 69, "aiRecommendationPresence": "yes", "aiCitationCount": 0, "aiMentionCount": 1, "aiCompetitorMentionedInstead": "", "externalCitationSurfaceScore": 52, "redditEvidence": "unknown", "youtubeEvidence": "yes", "wikipediaEvidence": "no", "wikidataEvidence": "yes", "reviewPlatformEvidence": "no", "directoryProfileEvidence": "yes", "newsOrPublisherEvidence": "no", "linkedExternalProofCount": 5, "linkedExternalProofExamples": [ "https://www.instagram.com/notionhq/", "https://twitter.com/NotionHQ", "https://www.linkedin.com/company/notionhq/", "https://www.facebook.com/NotionHQ/", "https://www.youtube.com/channel/UCoSvlWS5XcwaSzIcbuJ-Ysg" ], "thirdPartyEvidenceUrls": [ "https://www.linkedin.com/company/notionhq/", "https://www.instagram.com/notionhq/", "https://twitter.com/NotionHQ", "https://www.facebook.com/NotionHQ/", "https://www.youtube.com/channel/UCoSvlWS5XcwaSzIcbuJ-Ysg" ], "citationSurfaceSummary": "3/7 checked evidence surfaces showed a positive signal. Website exposed 5 linked external proof URLs.", "strongestEvidenceSurface": "Wikidata", "mainCitationGap": "No clear review or category proof surface detected", "topRecommendedCitationFix": "Add and link a stable review/category profile such as Google Business Profile, Trustpilot, G2, Capterra, Tripadvisor, or an industry directory where relevant.", "auditDate": "2026-05-31", "modelPlatformTested": "GetVisus extraction + Wikipedia/Wikidata APIs + Reddit/YouTube public checks + sampled AI recommendation prompt", "evidenceLimitations": "Directional evidence check, not a complete social listening crawl or ranking guarantee." }, { "businessName": "Airtable", "websiteUrl": "https://www.airtable.com", "category": "international", "industry": "No-code database", "countryRegion": "Global", "mainCommercialKeyword": "no code database software", "directCompetitors": [ "Notion", "Smartsheet", "Monday.com" ], "websiteReadinessScore": 81, "aiRecommendationPresence": "yes", "aiCitationCount": 0, "aiMentionCount": 1, "aiCompetitorMentionedInstead": "", "externalCitationSurfaceScore": 78, "redditEvidence": "unknown", "youtubeEvidence": "yes", "wikipediaEvidence": "yes", "wikidataEvidence": "yes", "reviewPlatformEvidence": "no", "directoryProfileEvidence": "yes", "newsOrPublisherEvidence": "yes", "linkedExternalProofCount": 9, "linkedExternalProofExamples": [ "https://facebook.com/airtableapp", "https://linkedin.com/company/airtable", "https://twitter.com/airtable", "https://instagram.com/airtable", "https://www.youtube.com/c/AirtableApp", "https://en.wikipedia.org/wiki/Airtable", "https://www.linkedin.com/company/airtable", "https://www.facebook.com/airtableapp" ], "thirdPartyEvidenceUrls": [ "https://linkedin.com/company/airtable", "https://www.linkedin.com/company/airtable", "https://facebook.com/airtableapp", "https://twitter.com/airtable", "https://instagram.com/airtable", "https://www.youtube.com/c/AirtableApp", "https://en.wikipedia.org/wiki/Airtable", "https://www.facebook.com/airtableapp", "https://www.instagram.com/airtable/" ], "citationSurfaceSummary": "5/7 checked evidence surfaces showed a positive signal. Website exposed 9 linked external proof URLs.", "strongestEvidenceSurface": "Wikipedia", "mainCitationGap": "No clear review or category proof surface detected", "topRecommendedCitationFix": "Add and link a stable review/category profile such as Google Business Profile, Trustpilot, G2, Capterra, Tripadvisor, or an industry directory where relevant.", "auditDate": "2026-05-31", "modelPlatformTested": "GetVisus extraction + Wikipedia/Wikidata APIs + Reddit/YouTube public checks + sampled AI recommendation prompt", "evidenceLimitations": "Directional evidence check, not a complete social listening crawl or ranking guarantee." }, { "businessName": "Canva", "websiteUrl": "https://www.canva.com", "category": "international", "industry": "Design software", "countryRegion": "Global", "mainCommercialKeyword": "online design tool", "directCompetitors": [ "Adobe Express", "Figma", "VistaCreate" ], "websiteReadinessScore": null, "aiRecommendationPresence": "not checked", "aiCitationCount": 0, "aiMentionCount": 0, "aiCompetitorMentionedInstead": "Adobe Express", "externalCitationSurfaceScore": 0, "redditEvidence": "unknown", "youtubeEvidence": "unknown", "wikipediaEvidence": "unknown", "wikidataEvidence": "unknown", "reviewPlatformEvidence": "unknown", "directoryProfileEvidence": "unknown", "newsOrPublisherEvidence": "unknown", "linkedExternalProofCount": 0, "linkedExternalProofExamples": [], "thirdPartyEvidenceUrls": [], "citationSurfaceSummary": "Website extraction failed, so external evidence could not be assessed reliably.", "strongestEvidenceSurface": "Unknown", "mainCitationGap": "Website extraction failed", "topRecommendedCitationFix": "Confirm the URL is reachable, then rerun the citation-surface benchmark.", "auditDate": "2026-05-31", "modelPlatformTested": "GetVisus extraction + external evidence checks", "evidenceLimitations": "Directional evidence check; this row has an extraction error.", "extractionError": "HTTP 403" }, { "businessName": "Figma", "websiteUrl": "https://www.figma.com", "category": "international", "industry": "Design software", "countryRegion": "Global", "mainCommercialKeyword": "collaborative design tool", "directCompetitors": [ "Sketch", "Adobe XD", "Canva" ], "websiteReadinessScore": 95, "aiRecommendationPresence": "yes", "aiCitationCount": 0, "aiMentionCount": 1, "aiCompetitorMentionedInstead": "", "externalCitationSurfaceScore": 68, "redditEvidence": "unknown", "youtubeEvidence": "yes", "wikipediaEvidence": "yes", "wikidataEvidence": "yes", "reviewPlatformEvidence": "no", "directoryProfileEvidence": "yes", "newsOrPublisherEvidence": "no", "linkedExternalProofCount": 13, "linkedExternalProofExamples": [ "https://www.linkedin.com/in/masaya-takizawa/", "https://www.youtube.com/@RaulMarin_Figma", "https://x.com/smee_leee", "https://x.com/ayaneshu_", "https://x.com/guiseiz", "https://x.com/lenjaminbeonard", "https://x.com/karyanayli", "https://x.com/figma" ], "thirdPartyEvidenceUrls": [ "https://www.linkedin.com/in/masaya-takizawa/", "https://www.linkedin.com/company/figma", "https://www.youtube.com/@RaulMarin_Figma", "https://x.com/smee_leee", "https://x.com/ayaneshu_", "https://x.com/guiseiz", "https://x.com/lenjaminbeonard", "https://x.com/karyanayli", "https://x.com/figma", "https://www.youtube.com/figmadesign", "https://www.instagram.com/figma", "https://www.facebook.com/figmadesign" ], "citationSurfaceSummary": "4/7 checked evidence surfaces showed a positive signal. Website exposed 13 linked external proof URLs.", "strongestEvidenceSurface": "Wikipedia", "mainCitationGap": "No clear review or category proof surface detected", "topRecommendedCitationFix": "Add and link a stable review/category profile such as Google Business Profile, Trustpilot, G2, Capterra, Tripadvisor, or an industry directory where relevant.", "auditDate": "2026-05-31", "modelPlatformTested": "GetVisus extraction + Wikipedia/Wikidata APIs + Reddit/YouTube public checks + sampled AI recommendation prompt", "evidenceLimitations": "Directional evidence check, not a complete social listening crawl or ranking guarantee." }, { "businessName": "Zoom", "websiteUrl": "https://www.zoom.com", "category": "international", "industry": "Video conferencing", "countryRegion": "Global", "mainCommercialKeyword": "video conferencing software", "directCompetitors": [ "Microsoft Teams", "Google Meet", "Webex" ], "websiteReadinessScore": 82, "aiRecommendationPresence": "yes", "aiCitationCount": 0, "aiMentionCount": 1, "aiCompetitorMentionedInstead": "", "externalCitationSurfaceScore": 78, "redditEvidence": "unknown", "youtubeEvidence": "yes", "wikipediaEvidence": "yes", "wikidataEvidence": "yes", "reviewPlatformEvidence": "no", "directoryProfileEvidence": "yes", "newsOrPublisherEvidence": "yes", "linkedExternalProofCount": 10, "linkedExternalProofExamples": [ "https://www.youtube.com/watch?v=AbLapi4wIvg", "https://www.linkedin.com/company/zoom/", "https://twitter.com/zoom", "https://www.youtube.com/zoommeetings", "https://www.facebook.com/zoom", "https://www.instagram.com/zoom/", "https://en.wikipedia.org/wiki/Zoom_Video_Communications", "https://www.linkedin.com/company/zoom" ], "thirdPartyEvidenceUrls": [ "https://www.linkedin.com/company/zoom/", "https://www.linkedin.com/company/zoom", "https://www.youtube.com/watch?v=AbLapi4wIvg", "https://twitter.com/zoom", "https://www.youtube.com/zoommeetings", "https://www.facebook.com/zoom", "https://www.instagram.com/zoom/", "https://en.wikipedia.org/wiki/Zoom_Video_Communications", "https://x.com/Zoom", "https://www.instagram.com/zoom" ], "citationSurfaceSummary": "5/7 checked evidence surfaces showed a positive signal. Website exposed 10 linked external proof URLs.", "strongestEvidenceSurface": "Wikipedia", "mainCitationGap": "No clear review or category proof surface detected", "topRecommendedCitationFix": "Add and link a stable review/category profile such as Google Business Profile, Trustpilot, G2, Capterra, Tripadvisor, or an industry directory where relevant.", "auditDate": "2026-05-31", "modelPlatformTested": "GetVisus extraction + Wikipedia/Wikidata APIs + Reddit/YouTube public checks + sampled AI recommendation prompt", "evidenceLimitations": "Directional evidence check, not a complete social listening crawl or ranking guarantee." }, { "businessName": "Dropbox", "websiteUrl": "https://www.dropbox.com", "category": "international", "industry": "Cloud storage", "countryRegion": "Global", "mainCommercialKeyword": "cloud file storage for business", "directCompetitors": [ "Google Drive", "Box", "OneDrive" ], "websiteReadinessScore": 100, "aiRecommendationPresence": "yes", "aiCitationCount": 0, "aiMentionCount": 1, "aiCompetitorMentionedInstead": "", "externalCitationSurfaceScore": 68, "redditEvidence": "unknown", "youtubeEvidence": "yes", "wikipediaEvidence": "yes", "wikidataEvidence": "yes", "reviewPlatformEvidence": "no", "directoryProfileEvidence": "yes", "newsOrPublisherEvidence": "no", "linkedExternalProofCount": 19, "linkedExternalProofExamples": [ "https://dash.dropbox.com", "https://blog.dropbox.com/topics/work-culture/economist-impact-cost-of-lost-focus-research-study-2023", "https://dash.dropbox.com/mclarenf1", "https://experience.dropbox.com/get-organized/best-way-to-share-photos", "https://sign.dropbox.com/", "https://help.dropbox.com/", "https://help.dropbox.com/accounts-billing/security/cookies", "https://experience.dropbox.com/sitemap" ], "thirdPartyEvidenceUrls": [ "https://dash.dropbox.com", "https://blog.dropbox.com/topics/work-culture/economist-impact-cost-of-lost-focus-research-study-2023", "https://dash.dropbox.com/mclarenf1", "https://experience.dropbox.com/get-organized/best-way-to-share-photos", "https://sign.dropbox.com/", "https://help.dropbox.com/", "https://help.dropbox.com/accounts-billing/security/cookies", "https://experience.dropbox.com/sitemap", "https://learn.dropbox.com", "https://blog.dropbox.com/", "https://events.dropbox.com", "https://www.dropbox.com/resources" ], "citationSurfaceSummary": "4/7 checked evidence surfaces showed a positive signal. Website exposed 19 linked external proof URLs.", "strongestEvidenceSurface": "Wikipedia", "mainCitationGap": "No clear review or category proof surface detected", "topRecommendedCitationFix": "Add and link a stable review/category profile such as Google Business Profile, Trustpilot, G2, Capterra, Tripadvisor, or an industry directory where relevant.", "auditDate": "2026-05-31", "modelPlatformTested": "GetVisus extraction + Wikipedia/Wikidata APIs + Reddit/YouTube public checks + sampled AI recommendation prompt", "evidenceLimitations": "Directional evidence check, not a complete social listening crawl or ranking guarantee." }, { "businessName": "Mailchimp", "websiteUrl": "https://mailchimp.com", "category": "international", "industry": "Email marketing", "countryRegion": "Global", "mainCommercialKeyword": "email marketing platform", "directCompetitors": [ "Klaviyo", "Constant Contact", "Brevo" ], "websiteReadinessScore": 99, "aiRecommendationPresence": "yes", "aiCitationCount": 0, "aiMentionCount": 1, "aiCompetitorMentionedInstead": "", "externalCitationSurfaceScore": 68, "redditEvidence": "unknown", "youtubeEvidence": "yes", "wikipediaEvidence": "yes", "wikidataEvidence": "yes", "reviewPlatformEvidence": "no", "directoryProfileEvidence": "yes", "newsOrPublisherEvidence": "no", "linkedExternalProofCount": 5, "linkedExternalProofExamples": [ "https://www.facebook.com/mailchimp/", "https://x.com/Mailchimp", "https://www.instagram.com/mailchimp/", "https://www.linkedin.com/company/mailchimp", "https://www.youtube.com/user/Mailchimp" ], "thirdPartyEvidenceUrls": [ "https://www.linkedin.com/company/mailchimp", "https://www.facebook.com/mailchimp/", "https://x.com/Mailchimp", "https://www.instagram.com/mailchimp/", "https://www.youtube.com/user/Mailchimp" ], "citationSurfaceSummary": "4/7 checked evidence surfaces showed a positive signal. Website exposed 5 linked external proof URLs.", "strongestEvidenceSurface": "Wikipedia", "mainCitationGap": "No clear review or category proof surface detected", "topRecommendedCitationFix": "Add and link a stable review/category profile such as Google Business Profile, Trustpilot, G2, Capterra, Tripadvisor, or an industry directory where relevant.", "auditDate": "2026-05-31", "modelPlatformTested": "GetVisus extraction + Wikipedia/Wikidata APIs + Reddit/YouTube public checks + sampled AI recommendation prompt", "evidenceLimitations": "Directional evidence check, not a complete social listening crawl or ranking guarantee." }, { "businessName": "Klaviyo", "websiteUrl": "https://www.klaviyo.com", "category": "international", "industry": "Marketing automation", "countryRegion": "Global", "mainCommercialKeyword": "email marketing for ecommerce", "directCompetitors": [ "Mailchimp", "Omnisend", "Attentive" ], "websiteReadinessScore": 92, "aiRecommendationPresence": "yes", "aiCitationCount": 0, "aiMentionCount": 1, "aiCompetitorMentionedInstead": "", "externalCitationSurfaceScore": 68, "redditEvidence": "unknown", "youtubeEvidence": "yes", "wikipediaEvidence": "yes", "wikidataEvidence": "yes", "reviewPlatformEvidence": "no", "directoryProfileEvidence": "yes", "newsOrPublisherEvidence": "no", "linkedExternalProofCount": 7, "linkedExternalProofExamples": [ "https://www.facebook.com/Klaviyo/", "https://twitter.com/klaviyo/", "https://www.linkedin.com/company/klaviyo/", "https://www.instagram.com/klaviyo/", "https://twitter.com/klaviyo", "https://www.facebook.com/klaviyo/", "https://www.youtube.com/channel/UCLLurTBYufj95_5zTnJISnA" ], "thirdPartyEvidenceUrls": [ "https://www.linkedin.com/company/klaviyo/", "https://www.facebook.com/Klaviyo/", "https://twitter.com/klaviyo/", "https://www.instagram.com/klaviyo/", "https://twitter.com/klaviyo", "https://www.facebook.com/klaviyo/", "https://www.youtube.com/channel/UCLLurTBYufj95_5zTnJISnA" ], "citationSurfaceSummary": "4/7 checked evidence surfaces showed a positive signal. Website exposed 7 linked external proof URLs.", "strongestEvidenceSurface": "Wikipedia", "mainCitationGap": "No clear review or category proof surface detected", "topRecommendedCitationFix": "Add and link a stable review/category profile such as Google Business Profile, Trustpilot, G2, Capterra, Tripadvisor, or an industry directory where relevant.", "auditDate": "2026-05-31", "modelPlatformTested": "GetVisus extraction + Wikipedia/Wikidata APIs + Reddit/YouTube public checks + sampled AI recommendation prompt", "evidenceLimitations": "Directional evidence check, not a complete social listening crawl or ranking guarantee." }, { "businessName": "Intercom", "websiteUrl": "https://www.intercom.com", "category": "international", "industry": "Customer support software", "countryRegion": "Global", "mainCommercialKeyword": "customer support chat software", "directCompetitors": [ "Zendesk", "Drift", "Freshdesk" ], "websiteReadinessScore": 99, "aiRecommendationPresence": "yes", "aiCitationCount": 0, "aiMentionCount": 1, "aiCompetitorMentionedInstead": "", "externalCitationSurfaceScore": 78, "redditEvidence": "unknown", "youtubeEvidence": "yes", "wikipediaEvidence": "yes", "wikidataEvidence": "yes", "reviewPlatformEvidence": "no", "directoryProfileEvidence": "yes", "newsOrPublisherEvidence": "yes", "linkedExternalProofCount": 7, "linkedExternalProofExamples": [ "https://www.youtube.com/@Intercominc", "https://www.instagram.com/intercom/", "https://x.com/intercom", "https://www.facebook.com/intercominc/", "https://www.youtube.com/channel/UCJG0MvLP03kyzzAkD-w98aQ", "https://www.linkedin.com/company/intercom/", "https://en.wikipedia.org/wiki/Intercom,_Inc." ], "thirdPartyEvidenceUrls": [ "https://www.linkedin.com/company/intercom/", "https://www.youtube.com/@Intercominc", "https://www.instagram.com/intercom/", "https://x.com/intercom", "https://www.facebook.com/intercominc/", "https://www.youtube.com/channel/UCJG0MvLP03kyzzAkD-w98aQ", "https://en.wikipedia.org/wiki/Intercom,_Inc." ], "citationSurfaceSummary": "5/7 checked evidence surfaces showed a positive signal. Website exposed 7 linked external proof URLs.", "strongestEvidenceSurface": "Wikipedia", "mainCitationGap": "No clear review or category proof surface detected", "topRecommendedCitationFix": "Add and link a stable review/category profile such as Google Business Profile, Trustpilot, G2, Capterra, Tripadvisor, or an industry directory where relevant.", "auditDate": "2026-05-31", "modelPlatformTested": "GetVisus extraction + Wikipedia/Wikidata APIs + Reddit/YouTube public checks + sampled AI recommendation prompt", "evidenceLimitations": "Directional evidence check, not a complete social listening crawl or ranking guarantee." }, { "businessName": "Zendesk", "websiteUrl": "https://www.zendesk.com", "category": "international", "industry": "Customer support software", "countryRegion": "Global", "mainCommercialKeyword": "help desk software", "directCompetitors": [ "Freshdesk", "Intercom", "Help Scout" ], "websiteReadinessScore": 99, "aiRecommendationPresence": "yes", "aiCitationCount": 0, "aiMentionCount": 1, "aiCompetitorMentionedInstead": "", "externalCitationSurfaceScore": 78, "redditEvidence": "unknown", "youtubeEvidence": "yes", "wikipediaEvidence": "yes", "wikidataEvidence": "yes", "reviewPlatformEvidence": "no", "directoryProfileEvidence": "yes", "newsOrPublisherEvidence": "yes", "linkedExternalProofCount": 9, "linkedExternalProofExamples": [ "https://www.twitter.com/zendesk", "https://www.facebook.com/zendesk", "https://www.linkedin.com/company/zendesk", "https://www.youtube.com/zendesk", "https://www.instagram.com/zendesk", "https://www.instagram.com/zendesk/", "https://en.wikipedia.org/wiki/Zendesk", "https://www.wikidata.org/wiki/Q15401349" ], "thirdPartyEvidenceUrls": [ "https://www.linkedin.com/company/zendesk", "https://www.twitter.com/zendesk", "https://www.facebook.com/zendesk", "https://www.youtube.com/zendesk", "https://www.instagram.com/zendesk", "https://www.instagram.com/zendesk/", "https://en.wikipedia.org/wiki/Zendesk", "https://www.wikidata.org/wiki/Q15401349", "https://www.crunchbase.com/organization/zendesk" ], "citationSurfaceSummary": "5/7 checked evidence surfaces showed a positive signal. Website exposed 9 linked external proof URLs.", "strongestEvidenceSurface": "Wikipedia", "mainCitationGap": "No clear review or category proof surface detected", "topRecommendedCitationFix": "Add and link a stable review/category profile such as Google Business Profile, Trustpilot, G2, Capterra, Tripadvisor, or an industry directory where relevant.", "auditDate": "2026-05-31", "modelPlatformTested": "GetVisus extraction + Wikipedia/Wikidata APIs + Reddit/YouTube public checks + sampled AI recommendation prompt", "evidenceLimitations": "Directional evidence check, not a complete social listening crawl or ranking guarantee." }, { "businessName": "Atlassian", "websiteUrl": "https://www.atlassian.com", "category": "international", "industry": "Collaboration software", "countryRegion": "Global", "mainCommercialKeyword": "project management for software teams", "directCompetitors": [ "Asana", "Monday.com", "ClickUp" ], "websiteReadinessScore": 95, "aiRecommendationPresence": "yes", "aiCitationCount": 0, "aiMentionCount": 1, "aiCompetitorMentionedInstead": "", "externalCitationSurfaceScore": 78, "redditEvidence": "unknown", "youtubeEvidence": "yes", "wikipediaEvidence": "yes", "wikidataEvidence": "yes", "reviewPlatformEvidence": "no", "directoryProfileEvidence": "yes", "newsOrPublisherEvidence": "yes", "linkedExternalProofCount": 8, "linkedExternalProofExamples": [ "https://www.youtube.com/watch?v=nfD2uEgHQCk", "https://www.youtube.com/watch?si=MpOdM6Z41YlAqx6d&v=RdunfbobxaY&feature=youtu.be", "https://x.com/Atlassian", "https://www.linkedin.com/company/atlassian/", "https://www.facebook.com/Atlassian", "https://www.instagram.com/atlassian/", "https://www.youtube.com/user/GoAtlassian", "https://en.wikipedia.org/wiki/Atlassian" ], "thirdPartyEvidenceUrls": [ "https://www.linkedin.com/company/atlassian/", "https://www.youtube.com/watch?v=nfD2uEgHQCk", "https://www.youtube.com/watch?si=MpOdM6Z41YlAqx6d&v=RdunfbobxaY&feature=youtu.be", "https://x.com/Atlassian", "https://www.facebook.com/Atlassian", "https://www.instagram.com/atlassian/", "https://www.youtube.com/user/GoAtlassian", "https://en.wikipedia.org/wiki/Atlassian" ], "citationSurfaceSummary": "5/7 checked evidence surfaces showed a positive signal. Website exposed 8 linked external proof URLs.", "strongestEvidenceSurface": "Wikipedia", "mainCitationGap": "No clear review or category proof surface detected", "topRecommendedCitationFix": "Add and link a stable review/category profile such as Google Business Profile, Trustpilot, G2, Capterra, Tripadvisor, or an industry directory where relevant.", "auditDate": "2026-05-31", "modelPlatformTested": "GetVisus extraction + Wikipedia/Wikidata APIs + Reddit/YouTube public checks + sampled AI recommendation prompt", "evidenceLimitations": "Directional evidence check, not a complete social listening crawl or ranking guarantee." }, { "businessName": "Monday.com", "websiteUrl": "https://monday.com", "category": "international", "industry": "Work management", "countryRegion": "Global", "mainCommercialKeyword": "work management platform", "directCompetitors": [ "Asana", "ClickUp", "Smartsheet" ], "websiteReadinessScore": 99, "aiRecommendationPresence": "yes", "aiCitationCount": 0, "aiMentionCount": 1, "aiCompetitorMentionedInstead": "", "externalCitationSurfaceScore": 80, "redditEvidence": "yes", "youtubeEvidence": "yes", "wikipediaEvidence": "yes", "wikidataEvidence": "yes", "reviewPlatformEvidence": "no", "directoryProfileEvidence": "yes", "newsOrPublisherEvidence": "no", "linkedExternalProofCount": 8, "linkedExternalProofExamples": [ "https://www.youtube.com/watch?v=OU1IVTMX4ZI", "https://www.youtube.com/watch?v=qytqG3VwLlg", "https://www.reddit.com/r/mondaydotcom", "https://www.linkedin.com/company/2525169", "https://www.facebook.com/mondaydotcom", "https://www.youtube.com/channel/UCA9UvBiKHly15rN8u_Km3BQ", "https://twitter.com/mondaydotcom", "https://www.instagram.com/mondaydotcom" ], "thirdPartyEvidenceUrls": [ "https://www.linkedin.com/company/2525169", "https://www.youtube.com/watch?v=OU1IVTMX4ZI", "https://www.youtube.com/watch?v=qytqG3VwLlg", "https://www.reddit.com/r/mondaydotcom", "https://www.facebook.com/mondaydotcom", "https://www.youtube.com/channel/UCA9UvBiKHly15rN8u_Km3BQ", "https://twitter.com/mondaydotcom", "https://www.instagram.com/mondaydotcom" ], "citationSurfaceSummary": "5/7 checked evidence surfaces showed a positive signal. Website exposed 8 linked external proof URLs.", "strongestEvidenceSurface": "Wikipedia", "mainCitationGap": "No clear review or category proof surface detected", "topRecommendedCitationFix": "Add and link a stable review/category profile such as Google Business Profile, Trustpilot, G2, Capterra, Tripadvisor, or an industry directory where relevant.", "auditDate": "2026-05-31", "modelPlatformTested": "GetVisus extraction + Wikipedia/Wikidata APIs + Reddit/YouTube public checks + sampled AI recommendation prompt", "evidenceLimitations": "Directional evidence check, not a complete social listening crawl or ranking guarantee." }, { "businessName": "Semrush", "websiteUrl": "https://www.semrush.com", "category": "international", "industry": "SEO software", "countryRegion": "Global", "mainCommercialKeyword": "SEO tool for marketers", "directCompetitors": [ "Ahrefs", "Moz", "Similarweb" ], "websiteReadinessScore": 95, "aiRecommendationPresence": "yes", "aiCitationCount": 0, "aiMentionCount": 1, "aiCompetitorMentionedInstead": "", "externalCitationSurfaceScore": 68, "redditEvidence": "unknown", "youtubeEvidence": "yes", "wikipediaEvidence": "yes", "wikidataEvidence": "yes", "reviewPlatformEvidence": "no", "directoryProfileEvidence": "yes", "newsOrPublisherEvidence": "no", "linkedExternalProofCount": 5, "linkedExternalProofExamples": [ "https://www.linkedin.com/company/semrush", "https://instagram.com/semrush/", "https://www.youtube.com/user/SemrushHQ", "https://www.facebook.com/Semrush", "https://x.com/semrush" ], "thirdPartyEvidenceUrls": [ "https://www.linkedin.com/company/semrush", "https://instagram.com/semrush/", "https://www.youtube.com/user/SemrushHQ", "https://www.facebook.com/Semrush", "https://x.com/semrush" ], "citationSurfaceSummary": "4/7 checked evidence surfaces showed a positive signal. Website exposed 5 linked external proof URLs.", "strongestEvidenceSurface": "Wikipedia", "mainCitationGap": "No clear review or category proof surface detected", "topRecommendedCitationFix": "Add and link a stable review/category profile such as Google Business Profile, Trustpilot, G2, Capterra, Tripadvisor, or an industry directory where relevant.", "auditDate": "2026-05-31", "modelPlatformTested": "GetVisus extraction + Wikipedia/Wikidata APIs + Reddit/YouTube public checks + sampled AI recommendation prompt", "evidenceLimitations": "Directional evidence check, not a complete social listening crawl or ranking guarantee." }, { "businessName": "Webflow", "websiteUrl": "https://webflow.com", "category": "international", "industry": "Website builder", "countryRegion": "Global", "mainCommercialKeyword": "no code website builder", "directCompetitors": [ "Wix", "Squarespace", "Framer" ], "websiteReadinessScore": 100, "aiRecommendationPresence": "yes", "aiCitationCount": 0, "aiMentionCount": 1, "aiCompetitorMentionedInstead": "", "externalCitationSurfaceScore": 92, "redditEvidence": "unknown", "youtubeEvidence": "yes", "wikipediaEvidence": "yes", "wikidataEvidence": "yes", "reviewPlatformEvidence": "yes", "directoryProfileEvidence": "yes", "newsOrPublisherEvidence": "yes", "linkedExternalProofCount": 12, "linkedExternalProofExamples": [ "https://www.youtube.com/webflow", "https://x.com/webflow", "https://www.facebook.com/webflow/", "https://www.linkedin.com/company/webflow-inc-", "https://www.instagram.com/webflow/", "https://twitter.com/webflow", "https://www.linkedin.com/company/webflow-inc-/", "https://www.youtube.com/@Webflow" ], "thirdPartyEvidenceUrls": [ "https://www.linkedin.com/company/webflow-inc-", "https://www.linkedin.com/company/webflow-inc-/", "https://www.g2.com/products/webflow/reviews", "https://www.youtube.com/webflow", "https://x.com/webflow", "https://www.facebook.com/webflow/", "https://www.instagram.com/webflow/", "https://twitter.com/webflow", "https://www.youtube.com/@Webflow", "https://en.wikipedia.org/wiki/Webflow", "https://www.facebook.com/webflow", "https://www.instagram.com/webflow" ], "citationSurfaceSummary": "6/7 checked evidence surfaces showed a positive signal. Website exposed 12 linked external proof URLs.", "strongestEvidenceSurface": "Wikipedia", "mainCitationGap": "No visible community discussion surface detected", "topRecommendedCitationFix": "Build authentic community proof where relevant, and link only stable, useful Reddit/forum discussions or community profiles from the site when appropriate.", "auditDate": "2026-05-31", "modelPlatformTested": "GetVisus extraction + Wikipedia/Wikidata APIs + Reddit/YouTube public checks + sampled AI recommendation prompt", "evidenceLimitations": "Directional evidence check, not a complete social listening crawl or ranking guarantee." }, { "businessName": "Wix", "websiteUrl": "https://www.wix.com", "category": "international", "industry": "Website builder", "countryRegion": "Global", "mainCommercialKeyword": "easy website builder", "directCompetitors": [ "Squarespace", "Webflow", "WordPress.com" ], "websiteReadinessScore": 97, "aiRecommendationPresence": "yes", "aiCitationCount": 0, "aiMentionCount": 1, "aiCompetitorMentionedInstead": "", "externalCitationSurfaceScore": 78, "redditEvidence": "unknown", "youtubeEvidence": "yes", "wikipediaEvidence": "yes", "wikidataEvidence": "yes", "reviewPlatformEvidence": "no", "directoryProfileEvidence": "yes", "newsOrPublisherEvidence": "yes", "linkedExternalProofCount": 107, "linkedExternalProofExamples": [ "https://www.wix.com", "https://www.wix.com/website/design", "https://www.wix.com/website/templates", "https://www.wix.com/ai-website-builder", "https://www.wix.com/ecommerce/website", "https://www.wix.com/scheduling-software", "https://www.wix.com/restaurant/website", "https://www.wix.com/start/blog" ], "thirdPartyEvidenceUrls": [ "https://www.linkedin.com/company/wix-com?trk=biz-companies-cym", "https://www.linkedin.com/company/wix-com/", "https://www.wix.com", "https://www.wix.com/website/design", "https://www.wix.com/website/templates", "https://www.wix.com/ai-website-builder", "https://www.wix.com/ecommerce/website", "https://www.wix.com/scheduling-software", "https://www.wix.com/restaurant/website", "https://www.wix.com/start/blog", "https://www.wix.com/portfolio-website", "https://www.wix.com/domains" ], "citationSurfaceSummary": "5/7 checked evidence surfaces showed a positive signal. Website exposed 107 linked external proof URLs.", "strongestEvidenceSurface": "Wikipedia", "mainCitationGap": "No clear review or category proof surface detected", "topRecommendedCitationFix": "Add and link a stable review/category profile such as Google Business Profile, Trustpilot, G2, Capterra, Tripadvisor, or an industry directory where relevant.", "auditDate": "2026-05-31", "modelPlatformTested": "GetVisus extraction + Wikipedia/Wikidata APIs + Reddit/YouTube public checks + sampled AI recommendation prompt", "evidenceLimitations": "Directional evidence check, not a complete social listening crawl or ranking guarantee." } ] }