{
  "schema": 1,
  "dataset": "client_reviews_subcategory_pack",
  "category": "spares-consumables-materials",
  "subcategory": "Ink Filters",
  "subcategory_slug": "ink-filters",
  "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/ink-filters.json",
  "reviews": [
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      "id": "Ci9DQUlRQUNvZENodHljRjlvT21samVXZHhUemxoVG5kUFNUWTRPRlZWYUdRdGFtYxAB",
      "source": "google",
      "name": "Thulisile Sikhosana",
      "date": "2026-09-19T11:45:36+02:00",
      "rating": 5,
      "review": "10 stars Rated.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT21samVXZHhUemxoVG5kUFNUWTRPRlZWYUdRdGFtYxAB__Thamsanqa_Mthingi.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2xkcVNuRjVXRk5CZFhoNGEweEthME0yUmpWUVExRRAB!2m1!1s0x0:0xc979ab34f88a04ca!3m1!1s2@1:CAIQACodChtycF9oOldqSnF5WFNBdXh4a0xKa0M2RjVQQ1E%7C%7C?hl=en-GB",
      "title": "",
      "category": "spares-consumables-materials",
      "subcategory": "Ink Filters",
      "subcategory_slug": "ink-filters"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT2tNeVFqUlJkVUZHZW0xNVEyVkxkbFp5T1hnMFJVRRAB",
      "source": "google",
      "name": "Siphokazi Chuma",
      "date": "2026-09-06T13:46:04+02:00",
      "rating": 5,
      "review": "Really friendly, helpful and knowledgeable service. My experience has been excellent, and I wouldn t hesitate to recommending them. I ll certainly be ordering more machines, paper and ink from them in the future.",
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      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2tNeVFqUlJkVUZHZW0xNVEyVkxkbFp5T1hnMFJVRRAB!2m1!1s0x0:0x4a49d45d01f7eb05!3m1!1s2@1:CAIQACodChtycF9oOkMyQjRRdUFGem15Q2VLdlZyOXg0RUE%7C%7C?hl=en-GB",
      "title": "",
      "category": "spares-consumables-materials",
      "subcategory": "Ink Filters",
      "subcategory_slug": "ink-filters"
    },
    {
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      "source": "google",
      "name": "Thandolwethu Seluma",
      "date": "2026-07-29T17:21:09+02:00",
      "rating": 5,
      "review": "I just wanted to take a moment to let you know how much I appreciate this company s incredible service.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT25Nd1kzcFZOVlZhYjFRelZUUlNZVFoyYkZkR01GRRAB__Thandolwethu_Seluma.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT25Nd1kzcFZOVlZhYjFRelZUUlNZVFoyYkZkR01GRRAB!2m1!1s0x0:0x4a49d45d01f7eb05!3m1!1s2@1:CAIQACodChtycF9oOnMwY3pVNVVab1QzVTRSYTZ2bFdGMFE%7C%7C?hl=en-GB",
      "title": "",
      "category": "spares-consumables-materials",
      "subcategory": "Ink Filters",
      "subcategory_slug": "ink-filters"
    },
    {
      "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": "Ink Filters",
      "subcategory_slug": "ink-filters"
    },
    {
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      "source": "google",
      "name": "Thomas Mthethwa",
      "date": "2026-07-26T15:05:24+02:00",
      "rating": 5,
      "review": "We want to thank you so much for your fantastic service . we will definitely be buying from you again.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT205a09IbElabFl6V1hwRGRWRnhjbFJmV25NMU1tYxAB__Thomas_Mthethwa.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT205a09IbElabFl6V1hwRGRWRnhjbFJmV25NMU1tYxAB!2m1!1s0x0:0x4a49d45d01f7eb05!3m1!1s2@1:CAIQACodChtycF9oOm9kOHlIZlYzWXpDdVFxclRfWnM1Mmc%7C%7C?hl=en-GB",
      "title": "",
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      "subcategory": "Ink Filters",
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    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT2xJd2QyZHpSMXB0VVhwV1QzTnRVbXBMT1U5c2JVRRAB",
      "source": "google",
      "name": "Siphesihle Tebane",
      "date": "2026-04-01T14:20:38+02:00",
      "rating": 5,
      "review": "Hamilton was very professional and courteous.You have a very valuable employee",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2xJd2QyZHpSMXB0VVhwV1QzTnRVbXBMT1U5c2JVRRAB__Siphesihle_Tebane.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2xJd2QyZHpSMXB0VVhwV1QzTnRVbXBMT1U5c2JVRRAB!2m1!1s0x0:0x4a49d45d01f7eb05!3m1!1s2@1:CAIQACodChtycF9oOlIwd2dzR1ptUXpWT3NtUmpLOU9sbUE%7C%7C?hl=en-GB",
      "title": "",
      "category": "spares-consumables-materials",
      "subcategory": "Ink Filters",
      "subcategory_slug": "ink-filters"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT2xwSVpWTXlWMkZEZDAxUmQzRlhNMWxZVGtaR1gxRRAB",
      "source": "google",
      "name": "Siphesihle Tebane",
      "date": "2026-04-01T14:19:44+02:00",
      "rating": 5,
      "review": "I am writing in response to our service today.Raymond has been to our home before on other calls and has provided us with the best service ever.We are very pleased with him.Can t thank you enough.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2xwSVpWTXlWMkZEZDAxUmQzRlhNMWxZVGtaR1gxRRAB__Siphesihle_Tebane.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2xwSVpWTXlWMkZEZDAxUmQzRlhNMWxZVGtaR1gxRRAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOlpIZVMyV2FDd01Rd3FXM1lYTkZGX1E%7C%7C?hl=en-US",
      "title": "",
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    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT2tKcWR6SXhTVlYzV2pOWmJsZHZaR1ozY0d4ZmVVRRAB",
      "source": "google",
      "name": "Treveen Harilal",
      "date": "2026-03-05T10:37:07+02:00",
      "rating": 5,
      "review": "Great Service , Great Quality Prints From The Machines I ve Purchased .. Also had great after sales service from pride  Technician  .. He always helps me out whenever i need help with regards to my machine settings and updating the software  .. No questions asked  does everything remotely via teamviewer",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2tKcWR6SXhTVlYzV2pOWmJsZHZaR1ozY0d4ZmVVRRAB__Treveen_Harilal.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2tKcWR6SXhTVlYzV2pOWmJsZHZaR1ozY0d4ZmVVRRAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOkJqdzIxSVV3WjNZbldvZGZ3cGxfeUE%7C%7C?hl=en-US",
      "title": "",
      "category": "spares-consumables-materials",
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    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT21sT1RWTlJOblJ1WDFGc2EwMURhR1I0WmpWbk1XYxAB",
      "source": "google",
      "name": "Lumkile Mateki",
      "date": "2026-03-04T15:58:59+02:00",
      "rating": 5,
      "review": "Your products are worth every penny. Superb quality and perfection",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT21sT1RWTlJOblJ1WDFGc2EwMURhR1I0WmpWbk1XYxAB__Lumkile_Mateki.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT21sT1RWTlJOblJ1WDFGc2EwMURhR1I0WmpWbk1XYxAB!2m1!1s0x0:0x4a49d45d01f7eb05!3m1!1s2@1:CAIQACodChtycF9oOmlOTVNRNnRuX1Fsa01DaGR4ZjVnMWc%7C%7C?hl=en-GB",
      "title": "",
      "category": "spares-consumables-materials",
      "subcategory": "Ink Filters",
      "subcategory_slug": "ink-filters"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT25wNlduZElXbEZzUzJoUE0xZE1Ta1pNWlVKQlJIYxAB",
      "source": "google",
      "name": "Nqobile Rasegwete",
      "date": "2026-03-02T18:40:18+02:00",
      "rating": 5,
      "review": "You guys come highly recommended",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT25wNlduZElXbEZzUzJoUE0xZE1Ta1pNWlVKQlJIYxAB__Nqobile_Rasegwete.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT25wNlduZElXbEZzUzJoUE0xZE1Ta1pNWlVKQlJIYxAB!2m1!1s0x0:0x4a49d45d01f7eb05!3m1!1s2@1:CAIQACodChtycF9oOnp6WndIWlFsS2hPM1dMSkZMZUJBRHc%7C%7C?hl=en-GB",
      "title": "",
      "category": "spares-consumables-materials",
      "subcategory": "Ink Filters",
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    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT21GdWVUaG1jMFZOTkV4NmNFaDJNV2d0Wm5aeFZGRRAB",
      "source": "google",
      "name": "Bonang Kheletsane",
      "date": "2026-02-28T10:44:16+02:00",
      "rating": 5,
      "review": "Walter thorough and accurate response to our inquiry was impressive.He displayed deep understanding of the machinery that sells.This is very impressive.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT21GdWVUaG1jMFZOTkV4NmNFaDJNV2d0Wm5aeFZGRRAB__Bonang_Kheletsane.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT21GdWVUaG1jMFZOTkV4NmNFaDJNV2d0Wm5aeFZGRRAB!2m1!1s0x0:0x4a49d45d01f7eb05!3m1!1s2@1:CAIQACodChtycF9oOmFueThmc0VNNEx6cEh2MWgtZnZxVFE%7C%7C?hl=en-GB",
      "title": "",
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    },
    {
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      "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.",
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    },
    {
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      "source": "google",
      "name": "CHOTA MUTALE",
      "date": "2026-02-05T12:23:03+02:00",
      "rating": 5,
      "review": "zivai was excellent and very helpfull",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT21wTlgxODBjR2Q1ZG1OS2RucFFWMFp6ZW5SbVgyYxAB__CHOTA_MUTALE.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT21wTlgxODBjR2Q1ZG1OS2RucFFWMFp6ZW5SbVgyYxAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOmpNX180cGd5dmNKdnpQV0ZzenRmX2c%7C%7C?hl=en-US",
      "title": "",
      "category": "spares-consumables-materials",
      "subcategory": "Ink Filters",
      "subcategory_slug": "ink-filters"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT25sTk1URk9VRmMwUlhCa2VYaE5ORlpDVGpaRE4wRRAB",
      "source": "google",
      "name": "Yanasagren CHETTY",
      "date": "2026-02-03T15:33:56+02:00",
      "rating": 5,
      "review": "Takalani   Raymond was super great with giving me training on my new laser machine. Communication was clear. Gave me a few tests and guided me through. Made me understand all elements of the machine.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT25sTk1URk9VRmMwUlhCa2VYaE5ORlpDVGpaRE4wRRAB__Yanasagren_CHETTY.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT25sTk1URk9VRmMwUlhCa2VYaE5ORlpDVGpaRE4wRRAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOnlNMTFOUFc0RXBkeXhNNFZCTjZDN0E%7C%7C?hl=en-US",
      "title": "",
      "category": "spares-consumables-materials",
      "subcategory": "Ink Filters",
      "subcategory_slug": "ink-filters"
    },
    {
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      "source": "google",
      "name": "Kamogelo Komane",
      "date": "2026-01-28T12:13:42+02:00",
      "rating": 5,
      "review": "Sello was patient,clear and didn t rush me, even though I asked him a lot of questions about the machine that I want to buy.",
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      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT25kVlRIaHVWVFZVTmtZeVJFUmpUazFQTVhoblNIYxAB!2m1!1s0x0:0x4a49d45d01f7eb05!3m1!1s2@1:CAIQACodChtycF9oOndVTHhuVTVUNkYyRERjTk1PMXhnSHc%7C%7C?hl=en-GB",
      "title": "",
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    },
    {
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      "source": "google",
      "name": "Kamogelo Komane",
      "date": "2026-01-28T12:11:43+02:00",
      "rating": 5,
      "review": "Your technician has just completed work at our office.I am pleased to say that he carried out the installation very professionally and with so much patience.Thank you AM.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT21sSFdIZEJSM2hHVHpCelpXZHVVbU5uVDJSbGIwRRAB__AM_Customer.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT21sSFdIZEJSM2hHVHpCelpXZHVVbU5uVDJSbGIwRRAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOmlHWHdBR3hGTzBzZWduUmNnT2Rlb0E%7C%7C?hl=en-US",
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      "category": "spares-consumables-materials",
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    },
    {
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      "source": "google",
      "name": "Bayanda Nkomo",
      "date": "2026-01-18T12:54:06+02:00",
      "rating": 5,
      "review": "The sales assistant s went above and beyond to ensure that I had the right machine. Plus the Installation was carried out diligently by a guy called Hamilton. I left a satisfied customer.",
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      "name": "Thando Lindo",
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      "rating": 5,
      "review": "What an awesome experience from Advanced Machinery. Got to their warehouse and left with my new vinyl cutting machine. Everything was processed quickly and professionally. I m so happy about this.",
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      "name": "gift Banele",
      "date": "2026-01-11T15:32:01+02:00",
      "rating": 5,
      "review": "They stock good quality ink at a great price.",
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      "name": "Thamsanqa Sibeko",
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      "review": "Amazing quality machines very, quick shipping. Exactly what I needed",
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      "name": "Naledi Magana",
      "date": "2025-12-27T22:23:14+02:00",
      "rating": 5,
      "review": "Friendly staff and very helpful",
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      "name": "Karabo Mokate",
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      "rating": 5,
      "review": "You have a loyal customer in me.",
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      "name": "Lumka Noruwana",
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      "rating": 5,
      "review": "Sello is a gem.Exceptional installation of our dtf printer,no complaints",
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      "name": "Nomini Seyama",
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      "rating": 5,
      "review": "5 star Rated   Advanced Machinery.",
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      "source": "google",
      "name": "lizzy sidu",
      "date": "2025-12-13T22:27:11+02:00",
      "rating": 5,
      "review": "Hamiliton is a very professional, competent and nice man to deal with. He had my printer installed and working in such a short period of time. He is amazing.",
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      "source": "google",
      "name": "Andries Goosen",
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      "rating": 5,
      "review": "Great service from Mr. Sello",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2xOYVpVcGZjMEV4VUZrM04xZ3RTRmhvUXpVMlIxRRAB__AM_Customer.jpg",
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      "name": "Naledi Mosheledi",
      "date": "2025-12-03T20:43:22+02:00",
      "rating": 5,
      "review": "Got myself a printer and ink from Advanced Machinery. I am blown away by the quality considering the amount that I paid. Highly recommend them.",
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      "name": "Snenhlanhla Nkutha",
      "date": "2025-12-02T12:20:21+02:00",
      "rating": 5,
      "review": "Thank you very much for your prompt service this morning. After experiencing terrible during Black Friday shopping last week, it was a pleasure to receive such professional and effortless assistance.",
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      "name": "Debbie Griffiths",
      "date": "2025-11-26T14:09:05+02:00",
      "rating": 5,
      "review": "Thank you Katlego for your help in setting up the Vinyl Cut 5.  I am sure I would not have been able to do it myself. Highly recommended.",
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}