{ "generated": "2026-07-08", "note": "REAL classified counts, not estimates. Each engine number is the share of that engine's distinct per-query cited domains falling in each type. Perplexity=native full source list (high fidelity). Gemini=grounded API groundingChunks domains, added 2026-07-08 as a fidelity-upgrade capture. Google AIO=best-effort domains intermixed with organic results (disclosed lower fidelity, likely over-counts forum/Reddit). ChatGPT excluded from source analysis (tools-only, no citation list captured).", "classificationRule": { "forum_ugc": [ "reddit.com", "youtube.com", "linkedin.com", "quora.com", "facebook.com" ], "aggregator": [ "g2.com", "learn.g2.com", "capterra.com", "trustradius.com", "getapp.com", "softwareadvice.com", "selecthub.com", "sourceforge.net", "technologyadvice.com" ], "vendor_first_party": "QUERY-RELATIVE: cited domain is the official domain of a tool recommended in that same answer (via published TOOL2DOM map). A vendor roundup recommending OTHER tools is NOT vendor first-party.", "third_party_review": "LONG-TAIL DEFAULT: any cited domain not matched as forum, aggregator, or recommended-vendor.", "tool2domain": { "jasper": "jasper.ai", "jasperai": "jasper.ai", "copyai": "copy.ai", "copy.ai": "copy.ai", "writesonic": "writesonic.com", "anyword": "anyword.com", "rytr": "rytr.me", "wordai": "wordai.com", "sintra": "sintra.ai", "writer": "writer.com", "grammarly": "grammarly.com", "opusclip": "opus.pro", "opus clip": "opus.pro", "vizard": "vizard.ai", "vizard.ai": "vizard.ai", "kapwing": "kapwing.com", "descript": "descript.com", "canva": "canva.com", "canva ai": "canva.com", "choppity": "choppity.com", "submagic": "submagic.co", "klap": "klap.app", "capcut": "capcut.com", "riverside": "riverside.fm", "reap": "reap.video", "quso.ai": "quso.ai", "munch": "getmunch.com", "heygen": "heygen.com", "synthesia": "synthesia.io", "runway": "runwayml.com", "pika labs": "pika.art", "kling ai": "klingai.com", "kling 3.0": "klingai.com", "google veo 3.1": "deepmind.google", "google veo": "deepmind.google", "creatify": "creatify.ai", "pictory": "pictory.ai", "invideo ai": "invideo.io", "colossyan creator": "colossyan.com", "surfer seo": "surferseo.com", "surfer": "surferseo.com", "frase": "frase.io", "clearscope": "clearscope.io", "pageoptimizer pro": "pageoptimizer.pro", "semrush": "semrush.com", "semrush content toolkit": "semrush.com", "semrush ai visibility toolkit": "semrush.com", "semrush ai toolkit": "semrush.com", "semrush ai seo toolkit": "semrush.com", "semrush one": "semrush.com", "semrush writing assistant": "semrush.com", "contentshake (semrush)": "semrush.com", "ahrefs": "ahrefs.com", "ahrefs content helper": "ahrefs.com", "marketmuse": "marketmuse.com", "rankability": "rankability.com", "airops": "airops.com", "notion ai": "notion.so", "profound": "tryprofound.com", "otterly": "otterly.ai", "otterly ai": "otterly.ai", "otterly.ai": "otterly.ai", "goodie ai": "higoodie.com", "ziptie": "ziptie.dev", "evertune": "evertune.ai", "peec ai": "peec.ai", "rankscale": "rankscale.ai", "se ranking": "seranking.com", "se visible": "seranking.com", "dageno ai": "dageno.ai", "dageno": "dageno.ai", "analyze ai": "tryanalyze.ai", "search atlas": "searchatlas.com", "conductor": "conductor.com", "aiclicks": "aiclicks.io", "oncited": "oncited.com", "wellows": "wellows.com", "scrunch ai": "scrunch.ai", "athenahq": "athenahq.ai", "waikay": "waikay.io", "brightedge": "brightedge.com", "search party": "searchparty.ai", "akii": "akii.ai", "enterpret": "enterpret.com", "meltwater": "meltwater.com", "keyword.com": "keyword.com", "brand24": "brand24.com", "mention": "mention.com", "visualping": "visualping.io", "salesforge": "salesforge.ai", "amplemarket": "amplemarket.com", "instantly": "instantly.ai", "instantly.ai": "instantly.ai", "lemlist": "lemlist.com", "quickmail": "quickmail.com", "smartlead": "smartlead.ai", "smartlead.ai": "smartlead.ai", "saleshandy": "saleshandy.com", "snov": "snov.io", "reply.io": "reply.io", "gmass": "gmass.co", "plusvibe": "plusvibe.ai", "apollo": "apollo.io", "apollo.io": "apollo.io", "zoominfo": "zoominfo.com", "cognism": "cognism.com", "linkedin sales navigator": "linkedin.com", "clay": "clay.com", "aisdr": "aisdr.com", "11x": "11x.ai", "11x.ai": "11x.ai", "11x (alice)": "11x.ai", "artisan": "artisan.co", "artisan ai": "artisan.co", "artisan.ai": "artisan.co", "autobound": "autobound.ai", "agent frank": "salesforge.ai", "regie.ai": "regie.ai", "lavender": "lavender.ai", "warmer.ai": "warmer.ai", "people data labs": "peopledatalabs.com", "clearbit": "clearbit.com", "lusha": "lusha.com", "seamless.ai": "seamless.ai", "outreach": "outreach.io", "salesloft": "salesloft.com", "nooks": "nooks.ai" } }, "perEngine": { "perplexity": { "queriesWithCitations": 20, "totalCitations": 154, "typeCounts": { "third_party_review": 98, "vendor_first_party": 28, "forum_ugc": 22, "aggregator": 6 }, "typeMixPct": { 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