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      "text": "Aaaand now a random company has a 3D map of your entire house....."
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      "text": "A robot vacuum is the best purchase anyone can make a run mine every day and I cannot believe how much it picks up—-It also never gets tired and never complains like all these commenters"
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      "text": "can it hold a 23 pound cat?"
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      "text": "Problem is that this requires me to make sure there’s nothing on the floor"
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      "text": "Can these go down in price already. This technology has been around for 24 years!"
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      "text": "Look, I want one of these things, but I have 5 separate floors in my weird 1996 home. I'd have to get one for every floor because they can't go up and down stairs. 😒"
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      "text": "dude I fkn loves my sharks! I got the 2 in 1 and the tank button broke off so I called shark to see how to get a replacement PART the past was backorder like 5 weeks so they sent me a whole a$$ new unit! ill replace all my stuff with shark"
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      "text": "It can’t handle my long a$$ hair."
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      "posted": "2026-05-19T15:53:55Z",
      "replies": 1,
      "text": "it cleans vertically?!? I don't have to dust my walls anymore!"
     },
     {
      "likes": 34,
      "posted": "2026-05-17T14:27:49Z",
      "replies": 3,
      "text": "I have huskies so I would have to empty it every few feet. 😂"
     },
     {
      "likes": 16,
      "posted": "2026-05-22T01:37:47Z",
      "replies": 1,
      "text": "We love ours! We named it Clean Elizabeth"
     },
     {
      "likes": 19,
      "posted": "2026-05-21T13:24:37Z",
      "text": "Mines name is clean latifah"
     },
     {
      "likes": 5,
      "posted": "2026-05-27T01:23:40Z",
      "text": "mines name is clean latifa"
     },
     {
      "likes": 18,
      "posted": "2026-05-20T07:22:25Z",
      "text": "Mine’s named Optimus Grime, we gave him googly eyes😂"
     },
     {
      "likes": 9,
      "posted": "2026-05-20T18:38:18Z",
      "text": "Mine is called Sharkira"
     },
     {
      "likes": 52,
      "posted": "2026-05-16T17:37:11Z",
      "replies": 2,
      "text": "Had mine since Christmas! Handles the house like a beast! Just stay up on cleaning it properly and it’ll clean amazing!"
     },
     {
      "likes": 11,
      "posted": "2026-05-20T02:57:14Z",
      "text": "I call mine Tony Shark 😂"
     },
     {
      "likes": 261,
      "posted": "2026-05-17T01:22:10Z",
      "replies": 7,
      "text": "The day it can climb stairs is the day I will get one. I have a sunken living room."
     },
     {
      "likes": 12,
      "posted": "2026-05-16T23:54:16Z",
      "replies": 2,
      "text": "I’m more impressed you have a bed frame"
     },
     {
      "likes": 6,
      "posted": "2026-08-21T22:20:49Z",
      "replies": 2,
      "text": "I have a high end roomba … it complains constantly about “fall hazard” 🙄, it’s an area rug! It creates “crop circles” on my family room carpet! Then there is the “empty the bin” and there is nothing in there! And let’s not forget the continuous “return to base” which I have to return her!"
     },
     {
      "likes": 9,
      "posted": "2026-05-16T14:39:12Z",
      "replies": 2,
      "text": "If there’s a toy or something on the floor, will it go around it?"
     },
     {
      "likes": 6,
      "posted": "2026-05-20T17:55:44Z",
      "text": "I own one and its perfect. I place my incense and crystals on it and goes through my whole house!"
     },
     {
      "likes": 9,
      "posted": "2026-05-19T13:42:55Z",
      "text": "looook ...I really want one, but my kids cant seem to keep their toys picked up 😭"
     },
     {
      "likes": 15,
      "posted": "2026-05-16T13:10:58Z",
      "replies": 2,
      "text": "I have this exact one, its great but dont say never gets stuck. I have a pedestal fan it gets stuck trying to get on every day almost."
     },
     {
      "likes": 31,
      "posted": "2026-05-16T15:59:15Z",
      "replies": 7,
      "text": "What’s the difference between this and a roomba? 👀"
     },
     {
      "likes": 5,
      "posted": "2026-05-16T18:03:23Z",
      "replies": 1,
      "text": "does it need to connect to wifi?"
     },
     {
      "likes": 8,
      "posted": "2026-05-17T12:11:14Z",
      "replies": 3,
      "text": "I have a 2 year old so toys are always around. Will that be a problem?"
     }
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      "likes": 910,
      "posted": "2026-08-29T18:35:09Z",
      "replies": 46,
      "text": "why is your BATHROOM floor WOOD"
     },
     {
      "likes": 1,
      "posted": "2026-10-10T03:50:46Z",
      "text": "let me know when you’re ready to collab with your most loyal customer 😉 from shark ninja, to shark home, and shark beauty i’m your biggest fan ✨ i’ll be waiting 🤍🤍"
     },
     {
      "likes": 459,
      "posted": "2026-08-29T00:52:00Z",
      "replies": 10,
      "text": "Realizing that my mom might find out that we can vacuum our bathroom"
     },
     {
      "likes": 29,
      "posted": "2026-09-19T13:23:49Z",
      "replies": 1,
      "text": "my friend has that exact vacuum it's so ass doesn't even pick up excess cat litter on the floor"
     },
     {
      "likes": 998,
      "posted": "2026-08-29T00:16:05Z",
      "replies": 6,
      "text": "Wait y can vacuum your bathroom"
     },
     {
      "likes": 74,
      "posted": "2026-08-26T21:01:07Z",
      "replies": 2,
      "text": "Don’t show me this, after I just hand-scrubbed my shower walls🫣😳"
     },
     {
      "likes": 11,
      "posted": "2026-08-31T22:17:33Z",
      "replies": 12,
      "text": "Pouring that down, your toilet, could get you a clog FYI"
     },
     {
      "likes": 80,
      "posted": "2026-08-29T12:44:32Z",
      "replies": 4,
      "text": "Why are u microwaving your bathroom"
     },
     {
      "likes": 8,
      "posted": "2026-10-04T18:27:54Z",
      "text": "“Wanna hang out?” “Cant gotta vacuum my bathroom walls”"
     },
     {
      "likes": 30,
      "posted": "2026-09-14T19:40:19Z",
      "replies": 2,
      "text": "What my mom does while im tryna sleep"
     },
     {
      "likes": 9,
      "posted": "2026-09-02T11:07:55Z",
      "replies": 3,
      "text": "clean my bathroom"
     },
     {
      "likes": 6,
      "posted": "2026-09-11T21:39:15Z",
      "text": "ngl this was kinda satisfying for me to watch the cleaning"
     },
     {
      "likes": 6,
      "posted": "2026-10-03T21:59:53Z",
      "text": "How I be cleaning when no one tells me to do it"
     },
     {
      "likes": 5,
      "posted": "2026-09-29T16:27:58Z",
      "text": "oh how i love vacuuming the walls"
     },
     {
      "likes": 5,
      "posted": "2026-09-27T21:59:35Z",
      "text": "baby shark doo doo doo"
     },
     {
      "likes": 16,
      "posted": "2026-08-29T15:25:12Z",
      "replies": 1,
      "text": "bad news for my bathroom...I had taco bell"
     },
     {
      "likes": 7,
      "posted": "2026-08-29T19:27:29Z",
      "replies": 1,
      "text": "Shaaark! What are you doing to me?! I already have 2 vacuums from you, I don't need another one 👀🫣😅"
     },
     {
      "likes": 0,
      "posted": "2026-09-05T20:33:13Z",
      "text": "innovation like this is why I have multiple shark products and may add this one too"
     },
     {
      "likes": 5,
      "posted": "2026-09-04T14:01:14Z",
      "text": "give me a vacuum 🤬"
     },
     {
      "likes": 1,
      "posted": "2026-10-02T02:04:31Z",
      "text": "es una maravilla"
     },
     {
      "likes": 3,
      "posted": "2026-09-19T20:20:07Z",
      "replies": 1,
      "text": ""
     },
     {
      "likes": 0,
      "posted": "2026-09-17T19:39:47Z",
      "replies": 3,
      "text": "Can you please clean my bathroom"
     },
     {
      "likes": 1,
      "posted": "2026-09-27T11:15:29Z",
      "replies": 1,
      "text": "Can’t eat at everybody house"
     },
     {
      "likes": 4,
      "posted": "2026-09-30T11:04:49Z",
      "replies": 4,
      "text": "my bathroom is carpet floor"
     },
     {
      "likes": 3,
      "posted": "2026-10-02T14:51:03Z",
      "replies": 1,
      "text": "why. is ur bathroom floor wood!!!😅🥺😳😳"
     },
     {
      "likes": 0,
      "posted": "2026-09-25T11:30:04Z",
      "replies": 3,
      "text": "yesterday there was a literal slug in my shower while I was taking a shower and I didn't know it"
     },
     {
      "likes": 1,
      "posted": "2026-09-18T04:16:56Z",
      "text": ""
     },
     {
      "likes": 1,
      "posted": "2026-10-05T06:43:46Z",
      "replies": 1,
      "text": "Might as well vacuum the ceiling too .."
     },
     {
      "likes": 3,
      "posted": "2026-09-08T05:26:05Z",
      "text": "question does it vacuum rugs ?"
     },
     {
      "likes": 1,
      "posted": "2026-10-05T10:04:32Z",
      "replies": 1,
      "text": "And all I could taste was blood"
     }
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     "queryId": "7411341884678881286",
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   ],
   "pickedFrom": "31 unique topics returned by search_topics for robot vacuum, robot vacuum mop and shark robot vacuum (60 rows)",
   "labelRule": "all under 1,000,000, so all treated as typed searches"
  },
  "curve180": {
   "query": "robot vacuum review",
   "peak": {
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    "popularity": 929045
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   "points": 181
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  "demographics30d": {
   "query": "robot vacuum review",
   "agePct": {
    "25-34": 36.0,
    "18-24": 31.1,
    "35+": 16.8,
    "others": 14.3,
    "16-17": 1.9,
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   },
   "genderPct": {
    "female": 54.0,
    "male": 23.6,
    "unknown": 22.4
   },
   "locationPct": {
    "United States of America": 57.2,
    "Indonesia": 14.3,
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    "Israel": 4.3,
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  "searchVideosRobotVacuum": {
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   "video": "creator-10, 24,800,000 views, most-viewed in search_videos robot vacuum",
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   "topCommentLikes": 9949,
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   "note": "indexes are 0-based positions in the pulled comments list; tagged by hand"
  },
  "shop": {
   "keyword": "robot vacuum",
   "market": "US",
   "listings": 25,
   "topBySold": [
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  "display": {
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   "sharkAdShareNote": "25 of 35",
   "sum7dRounded": "3.1M",
   "topSearchVideoViewsRounded": "24.8M",
   "keywordBarScale": "bar width = searches / 326,597"
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  "tokconnectPricing": {
   "freeCredits": 50,
   "card": "not needed",
   "starter": {
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    "credits": 500
   },
   "growth": {
    "usd": 99,
    "credits": 2000
   },
   "pro": {
    "usd": 199,
    "credits": 8000
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   "failedCalls": "not charged",
   "tools": 83,
   "source": "tokconnect.com/pricing/ (house facts)"
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 },
 "officialFacts": [
  {
   "url": "https://newsroom.tiktok.com/tiktok-unveils-ai-powered-updates-for-advertisers-driving-discovery-action-and-measurable-business-outcomes?lang=en",
   "checkedOn": "2026-10-10",
   "method": "Read in a real browser on 10 October 2026 (WebFetch returns 503); verbatim quotes saved in content-research/2026-10-10-tiktok-business-mcp/NEWSROOM-2026-10-05.md",
   "published": "2026-10-05",
   "quotes": [
    "TikTok for Business Model Context Protocol (MCP), built on the open Model Context Protocol, allows developers to build AI agents and tools directly on top of TikTok Ads ecosystem to plan, launch, and manage advertising workflows with fewer manual steps.",
    "Since launch, the TikTok for Business MCP has seen over 200% increase in advertisers using our MCP for campaign activation and management [5]. Footnote [5]: TikTok Internal Data, July-September 2026",
    "We are excited to announce that the TikTok for Business MCP is now available as a connector across several AI platforms and registries, including Claude, Kimi, Manus, Perplexity, Replit, Snowflake, Tencent WorkBuddy, and the IAB Tech Lab Agent Registry.",
    "George Velonias, Head of Growth Marketing, Wayfair Canada: The TikTok MCP is indispensable to our AI-powered campaign workflows including how we build campaigns, upload creative, and analyze performance."
   ],
   "derived": {
    "connectorPlatforms": 8,
    "advertiserUseIncreasePct": 200
   }
  },
  {
   "url": "https://ads.tiktok.com/resources/help/article/about-tiktok-for-business-mcp-server",
   "checkedOn": "2026-10-12",
   "method": "WebFetch",
   "quotes": [
    "TikTok for Business MCP Server is a standardized bridge built on the Model Context Protocol (MCP)",
    "campaign management, performance reporting, audience configuration, and creative operations",
    "All around 400 tools load at connection time.",
    "Recommended for Claude.",
    "Only around 40 core tools load initially; additional tools are discoverable on-demand.",
    "No developer credential, API key management, or custom coding is required.",
    "a developer at a marketing agency managing campaigns for multiple clients",
    "campaign setup, daily optimization, and reporting",
    "Last updated: August 2026"
   ],
   "notOnPage": "Checked 12 October 2026: the page describes no search data, keyword research, trends, organic or other accounts' videos, competitors, comments or creators as server features; Creative Center and TikTok Shop appear only as footer links. No pricing. No stated ad-account requirement (setup lives on the developer portal, which returns 403).",
   "derived": {
    "toolsFull": 400,
    "toolsProgressive": 40
   }
  },
  {
   "url": "https://ads.tiktok.com/resources/help/article/about-tiktok-for-business-agentic-hub-and-mcp-server?lang=en",
   "checkedOn": "2026-10-12",
   "method": "WebFetch",
   "quotes": [
    "campaign management, performance reporting, audience configuration, and creative operations",
    "real-time bidding adjustments",
    "The protocol handles authentication, capability discovery, and structured communication between agents and the server.",
    "The Agentic Hub is a centralized marketplace where you can find and download AI-powered solutions",
    "Last updated: August 2026"
   ],
   "notOnPage": "Checked 12 October 2026: none of search data, keyword research, trends, organic videos, other accounts' content, competitors, comments, Creative Center, TikTok Shop or creators is described as an MCP server feature. No pricing."
  },
  {
   "url": "https://business-api.tiktok.com/portal/docs/tiktok-ads-mcp-server/v1.3",
   "checkedOn": "2026-10-10",
   "status": "HTTP 403 (see tiktok-ads-mcp-2026-10-10.json). Setup steps and ad-account scope not verified, so the page does not state them."
  }
 ]
}