{
  "schema": 1,
  "dataset": "client_reviews_subcategory_pack",
  "category": "spares-consumables-materials",
  "subcategory": "Cleaning Solutions",
  "subcategory_slug": "cleaning-solutions",
  "generated_at": "2026-10-23T01:32:46.836786+02:00",
  "max_items": 30,
  "count": 30,
  "fill_source": "latest300_fallback",
  "pick_rules": "Eligible: rating>=4 with non-empty review text (disabled excluded). Per subcategory leaf, score EVERY eligible review: topic_relevance (~0.7) from that leaf's taxonomy keywords on title+content (name lightly) + recency (~0.3) with smooth decay vs newest date in corpus — even tiny topic weight still ranks. Sort by combined score desc; take top 100; random-sample exactly 30 with seeded RNG (seed = YYYYMMDD SAST + subcategory slug). If fewer than 100 scored candidates somehow, OR topic pool too weak to reach 30 (topic_hits<30): take the latest 300 eligible reviews (date desc), random-sample 30. Never ship count 0 or <30 — assert count==30 for every subcategory slug before publish. Same review id MAY appear in multiple subcategory packs (multi-membership).",
  "public_url": "https://8i.co.za/guide/amcoza/reviews/cleaning-solutions.json",
  "reviews": [
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT21wNFFuQm9aUzB4TTI5bE5UbHZTakZUVVdZMWVHYxAB",
      "source": "google",
      "name": "Thamsanqa Mthingi",
      "date": "2026-09-19T11:47:39+02:00",
      "rating": 5,
      "review": "Great Printing Machines.   Advanced Machinery.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT21wNFFuQm9aUzB4TTI5bE5UbHZTakZUVVdZMWVHYxAB__Thamsanqa_Mthingi.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT21wNFFuQm9aUzB4TTI5bE5UbHZTakZUVVdZMWVHYxAB!2m1!1s0x0:0x4a49d45d01f7eb05!3m1!1s2@1:CAIQACodChtycF9oOmp4QnBoZS0xM29lNTlvSjFTUWY1eGc%7C%7C?hl=en-GB",
      "title": "",
      "category": "spares-consumables-materials",
      "subcategory": "Cleaning Solutions",
      "subcategory_slug": "cleaning-solutions"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT21GQ2JrVTNNVVZZU3pSak0zcDNlVVpDYVc5Q2RtYxAB",
      "source": "google",
      "name": "Kabafu Gondwe",
      "date": "2026-09-06T10:07:00+02:00",
      "rating": 5,
      "review": "This office would like to take the opportunity to thank you and your staff for the excellent service and quality machinery.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT21GQ2JrVTNNVVZZU3pSak0zcDNlVVpDYVc5Q2RtYxAB__Kabafu_Gondwe.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT21GQ2JrVTNNVVZZU3pSak0zcDNlVVpDYVc5Q2RtYxAB!2m1!1s0x0:0xc979ab34f88a04ca!3m1!1s2@1:CAIQACodChtycF9oOmFCbkU3MUVYSzRjM3p3eUZCaW9Cdmc%7C%7C?hl=en-GB",
      "title": "",
      "category": "spares-consumables-materials",
      "subcategory": "Cleaning Solutions",
      "subcategory_slug": "cleaning-solutions"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT25KVFFVTnhTbGM0Y1ROcFZ6RldiM0pQTlhGNk9HYxAB",
      "source": "google",
      "name": "Nobantu Nkwatheni",
      "date": "2026-07-27T16:58:07+02:00",
      "rating": 5,
      "review": "Advanced Machinery has consistently provided strong support, and their equipment strongly align with our operational requirements.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT25KVFFVTnhTbGM0Y1ROcFZ6RldiM0pQTlhGNk9HYxAB__Nobantu_Nkwatheni.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT25KVFFVTnhTbGM0Y1ROcFZ6RldiM0pQTlhGNk9HYxAB!2m1!1s0x0:0x4a49d45d01f7eb05!3m1!1s2@1:CAIQACodChtycF9oOnJTQUNxSlc4cTNpVzFWb3JPNXF6OGc%7C%7C?hl=en-GB",
      "title": "",
      "category": "spares-consumables-materials",
      "subcategory": "Cleaning Solutions",
      "subcategory_slug": "cleaning-solutions"
    },
    {
      "id": "best-investment-for-my-printing-business-dfd8a1f952cd9d033af50b358b4fc55f0f6681e0-6480833",
      "source": "hellopeter",
      "name": "Azwinndini K",
      "date": "2026-07-13T11:32:59+02:00",
      "rating": 5,
      "review": "The heat press and printer combination we purchased has been a game changer. The print quality is incredible, and the equipment is easy to use.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/hp_best-investment-for-my-printing-business-dfd8a1f952cd9d033af50b358b4fc55f0f66__Azwinndini_K.jpg",
      "link": "https://www.hellopeter.com/amcoza/reviews/best-investment-for-my-printing-business-dfd8a1f952cd9d033af50b358b4fc55f0f6681e0-6480833",
      "title": "Best investment for my printing Business",
      "category": "spares-consumables-materials",
      "subcategory": "Cleaning Solutions",
      "subcategory_slug": "cleaning-solutions"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT20wMWFUbEdSVFZKWTBOalN6aFdVVjl2ZFVkS01FRRAB",
      "source": "google",
      "name": "Locadia Kimbini",
      "date": "2026-07-10T14:37:40+02:00",
      "rating": 5,
      "review": "Our machine was not connected well And one of the crew from the company named  Thabiso  helped us through all the process and he was very patient it was a very good and successful job well done      and they responded very fast within minutes",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT20wMWFUbEdSVFZKWTBOalN6aFdVVjl2ZFVkS01FRRAB__Locadia_Kimbini.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT20wMWFUbEdSVFZKWTBOalN6aFdVVjl2ZFVkS01FRRAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOm01aTlGRTVJY0NjSzhWUV9vdUdKMEE%7C%7C?hl=en-US",
      "title": "",
      "category": "spares-consumables-materials",
      "subcategory": "Cleaning Solutions",
      "subcategory_slug": "cleaning-solutions"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT2psSFgyaG9TbmgwZFdsWk0yVjRUVE5rYVZocWQxRRAB",
      "source": "google",
      "name": "Erfan Ahmed",
      "date": "2026-07-08T11:19:29+02:00",
      "rating": 5,
      "review": "Amazing service. Showroom for their product is fantastic",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2psSFgyaG9TbmgwZFdsWk0yVjRUVE5rYVZocWQxRRAB__Erfan_Ahmed.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2psSFgyaG9TbmgwZFdsWk0yVjRUVE5rYVZocWQxRRAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOjlHX2hoSnh0dWlZM2V4TTNkaVhqd1E%7C%7C?hl=en-US",
      "title": "",
      "category": "spares-consumables-materials",
      "subcategory": "Cleaning Solutions",
      "subcategory_slug": "cleaning-solutions"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT2paYVlWbFFNRGhaTkdoTlVYbEhkMUZITm1oMmNIYxAB",
      "source": "google",
      "name": "Neo Khunyeli",
      "date": "2026-05-21T12:57:18+02:00",
      "rating": 5,
      "review": "I was assisted by a knownledgable technician by the name of Thabiso, he was able to resolve my printer promptly.. Now I am happy",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2paYVlWbFFNRGhaTkdoTlVYbEhkMUZITm1oMmNIYxAB__Neo_Khunyeli.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2paYVlWbFFNRGhaTkdoTlVYbEhkMUZITm1oMmNIYxAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOjZaYVlQMDhZNGhNUXlHd1FHNmh2cHc%7C%7C?hl=en-US",
      "title": "",
      "category": "spares-consumables-materials",
      "subcategory": "Cleaning Solutions",
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    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT2xoRFgzTlRNMjlFWkVOa1UzcHhORFpvVFZWQ05GRRAB",
      "source": "google",
      "name": "Stacey Van Zyl",
      "date": "2026-05-19T08:55:10+02:00",
      "rating": 5,
      "review": "Big shoutout to tech Thabiso for his assistance today with my vinyl cutter. He gets a 10 10 and Gold Star. Thanks",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2xoRFgzTlRNMjlFWkVOa1UzcHhORFpvVFZWQ05GRRAB__Stacey_Van_Zyl.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2xoRFgzTlRNMjlFWkVOa1UzcHhORFpvVFZWQ05GRRAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOlhDX3NTM29EZENkU3pxNDZoTVVCNFE%7C%7C?hl=en-US",
      "title": "",
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      "subcategory": "Cleaning Solutions",
      "subcategory_slug": "cleaning-solutions"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT2tWNmFISkxWRGd3TkZSS1Z6QTBhRTlQU2pGT2NFRRAB",
      "source": "google",
      "name": "Gift Matlala",
      "date": "2026-04-12T15:30:47+02:00",
      "rating": 5,
      "review": "Blown away by the excellent service received from sello, the technician.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2tWNmFISkxWRGd3TkZSS1Z6QTBhRTlQU2pGT2NFRRAB__Gift_Matlala.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2tWNmFISkxWRGd3TkZSS1Z6QTBhRTlQU2pGT2NFRRAB!2m1!1s0x0:0x4a49d45d01f7eb05!3m1!1s2@1:CAIQACodChtycF9oOkV6aHJLVDgwNFRKVzA0aE9PSjFOcEE%7C%7C?hl=en-GB",
      "title": "",
      "category": "spares-consumables-materials",
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      "subcategory_slug": "cleaning-solutions"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT2w5WmJTMVVWbHBEYlV4TGEzQnBVM2N5U201Nk1HYxAB",
      "source": "google",
      "name": "SFISO SOLONTYI",
      "date": "2026-04-12T10:32:14+02:00",
      "rating": 5,
      "review": "Outstanding service from this very helpful company. Walter installed my vinyl cutter to perfection. Highly recommended.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2w5WmJTMVVWbHBEYlV4TGEzQnBVM2N5U201Nk1HYxAB__SFISO_SOLONTYI.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2w5WmJTMVVWbHBEYlV4TGEzQnBVM2N5U201Nk1HYxAB!2m1!1s0x0:0x4a49d45d01f7eb05!3m1!1s2@1:CAIQACodChtycF9oOl9ZbS1UVlpDbUxLa3BpU3cySm56MGc%7C%7C?hl=en-GB",
      "title": "",
      "category": "spares-consumables-materials",
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    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT2pKNWJsVm5Xbk5JVVdwNGJrTkRiblZ4WkVOdWVYYxAB",
      "source": "google",
      "name": "Siphiwe Nkosi",
      "date": "2026-03-04T19:26:30+02:00",
      "rating": 5,
      "review": "Highly recommend.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2pKNWJsVm5Xbk5JVVdwNGJrTkRiblZ4WkVOdWVYYxAB__AM_Customer.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2pKNWJsVm5Xbk5JVVdwNGJrTkRiblZ4WkVOdWVYYxAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOjJ5blVnWnNIUWp4bkNDbnVxZENueXc%7C%7C?hl=en-US",
      "title": "",
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    },
    {
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      "source": "google",
      "name": "Lumkile Mateki",
      "date": "2026-03-04T15:57:56+02:00",
      "rating": 5,
      "review": "This is my first time doing business with you and you have shown me great customer service. Keep up the great work.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT21FNVJHSkxTamsxUjFkU1oxRnRWSFl4TFZWME5rRRAB__Lumkile_Mateki.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT21FNVJHSkxTamsxUjFkU1oxRnRWSFl4TFZWME5rRRAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOmE5RGJLSjk1R1dSZ1FtVHYxLVV0NkE%7C%7C?hl=en-US",
      "title": "",
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    },
    {
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      "source": "google",
      "name": "Lindokuhle Mithi",
      "date": "2026-03-04T09:23:01+02:00",
      "rating": 5,
      "review": "AM offers first class customer service. Highly recommend.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT25WS1IzZEpjbk5FYTI5M2FIWjJWV3BtVEVwVlMxRRAB__Lindokuhle_Mithi.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT25WS1IzZEpjbk5FYTI5M2FIWjJWV3BtVEVwVlMxRRAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOnVKR3dJcnNEa293aHZ2VWpmTEpVS1E%7C%7C?hl=en-US",
      "title": "",
      "category": "spares-consumables-materials",
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      "subcategory_slug": "cleaning-solutions"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT2w5c2JXcHRUM0JNWTNSbVJHVXdRVWxZTTFOdFNXYxAB",
      "source": "google",
      "name": "Batho3 Batso3",
      "date": "2026-02-27T13:18:46+02:00",
      "rating": 5,
      "review": "If there is one thing about Am.co.za is that they are always prompt professional and excel at customer service.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2w5c2JXcHRUM0JNWTNSbVJHVXdRVWxZTTFOdFNXYxAB__AM_Customer.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2w5c2JXcHRUM0JNWTNSbVJHVXdRVWxZTTFOdFNXYxAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOl9sbWptT3BMY3RmRGUwQUlYM1NtSWc%7C%7C?hl=en-US",
      "title": "",
      "category": "spares-consumables-materials",
      "subcategory": "Cleaning Solutions",
      "subcategory_slug": "cleaning-solutions"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT25BMldXTTNkMHhIVTJaU2RWWjZURUZqUld4cVkzYxAB",
      "source": "google",
      "name": "Ntando Dlamini",
      "date": "2026-02-25T08:50:52+02:00",
      "rating": 5,
      "review": "Katlego from am.co.za has been amazing,with assisting with my vinyl cutter. Super patient, super helpful.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT25BMldXTTNkMHhIVTJaU2RWWjZURUZqUld4cVkzYxAB__Ntando_Dlamini.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT25BMldXTTNkMHhIVTJaU2RWWjZURUZqUld4cVkzYxAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOnA2WWM3d0xHU2ZSdVZ6TEFjRWxqY3c%7C%7C?hl=en-US",
      "title": "",
      "category": "spares-consumables-materials",
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      "subcategory_slug": "cleaning-solutions"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT2s1SGIySXdPVWMzUVZoMUxUaFlkazlFZG1JeVprRRAB",
      "source": "google",
      "name": "songezo vava",
      "date": "2026-02-18T11:10:01+02:00",
      "rating": 4,
      "review": "Was assisted by Lethu , did a great job with my large format.  Now I can print",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2s1SGIySXdPVWMzUVZoMUxUaFlkazlFZG1JeVprRRAB__songezo_vava.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2s1SGIySXdPVWMzUVZoMUxUaFlkazlFZG1JeVprRRAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOk5Hb2IwOUc3QVh1LThYdk9EdmIyZkE%7C%7C?hl=en-US",
      "title": "",
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    },
    {
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      "source": "google",
      "name": "Morwamanthakgo Thabang",
      "date": "2026-02-16T14:24:31+02:00",
      "rating": 5,
      "review": "lethu was helpful with my DTF printer",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT25aTU5ESnVYMlphVlZaRlpVaGFSblExZWs4NVFYYxAB__Morwamanthakgo_Thabang.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT25aTU5ESnVYMlphVlZaRlpVaGFSblExZWs4NVFYYxAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOnZMNDJuX2ZaVVZFZUhaRnQ1ek85QXc%7C%7C?hl=en-US",
      "title": "",
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      "subcategory": "Cleaning Solutions",
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    },
    {
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      "name": "Nhlanhla Mahlangu",
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      "review": "Thank you so much for your stellar service and excellence in signage. We always make sure to use you.",
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      "review": "I normally don t leave reviews buying just had to write one for the service that I got from Hamilton and the business as a whole I m very impressed. Good luck and I m happy to recommend to anyone.",
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      "review": "High quality range of machinery at such honest pricing.I will be buying more products from them.",
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      "rating": 5,
      "review": "Thank you for the quick response. I needed my machine asap. Thank you guys. I really appreciate it",
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      "rating": 5,
      "review": "I am a happy customer. Don t change anything its all good.",
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}