{
  "schema": 1,
  "dataset": "client_reviews_subcategory_pack",
  "category": "spares-consumables-materials",
  "subcategory": "Paint Protection Film",
  "subcategory_slug": "paint-protection-film",
  "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/paint-protection-film.json",
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    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT25oNVNpMDRTRmd5TlhOT2VXRlJRVFZZYmpkTlRVRRAB",
      "source": "google",
      "name": "Brenda Sikhosana",
      "date": "2026-10-03T14:31:05+02:00",
      "rating": 5,
      "review": "Best printers in town.",
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      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT25oNVNpMDRTRmd5TlhOT2VXRlJRVFZZYmpkTlRVRRAB!2m1!1s0x0:0xc979ab34f88a04ca!3m1!1s2@1:CAIQACodChtycF9oOnh5Si04SFgyNXNOeWFRQTVYbjdNTUE%7C%7C?hl=en-GB",
      "title": "",
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    },
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      "name": "ntokozo methula",
      "date": "2026-08-01T17:23:35+02:00",
      "rating": 5,
      "review": "I m happy to mention that I had such a smooth sailing transaction last month when I bought my printer and roller heat press machine. The guy called Hamilton did my training and installation. It was such a success. He really is a wealth of knowledge.",
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      "title": "",
      "category": "spares-consumables-materials",
      "subcategory": "Paint Protection Film",
      "subcategory_slug": "paint-protection-film"
    },
    {
      "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": "Paint Protection Film",
      "subcategory_slug": "paint-protection-film"
    },
    {
      "id": "outstanding-after-sales-support-91664ec12cdb1313914cbf9adf0848e3d062b749-6476479",
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      "name": "Siyabonga",
      "date": "2026-07-09T21:39:09+02:00",
      "rating": 5,
      "review": "What impressed me the most was the after-sales service. They assisted me with setup and answered all my questions promptly. It's rare to find a company that genuinely cares about its customers.",
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      "title": "Outstanding After-Sales Support.",
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      "subcategory_slug": "paint-protection-film"
    },
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      "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",
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      "title": "",
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    },
    {
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      "source": "google",
      "name": "Jimson Mazhambe",
      "date": "2026-05-09T10:58:42+02:00",
      "rating": 5,
      "review": "thanks to Thabiso for professional help on my vinyl cutter it was not reading computer. Great service keep up the good team A.M I m happy with service",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2tZMlZreHFOMUEzVlZOSWRtMXRXbVp2VDNKMFYxRRAB__Jimson_Mazhambe.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2tZMlZreHFOMUEzVlZOSWRtMXRXbVp2VDNKMFYxRRAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOkY2VkxqN1A3VVNIdm1tWmZvT3J0V1E%7C%7C?hl=en-US",
      "title": "",
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    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT2toQlVHMXVZMUZpZDJGaU16WXRUWEZ0WjJoclIyYxAB",
      "source": "google",
      "name": "siya magida",
      "date": "2026-04-11T10:20:34+02:00",
      "rating": 5,
      "review": "I wanted to reach out to you and thank and your team for a job well done.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2toQlVHMXVZMUZpZDJGaU16WXRUWEZ0WjJoclIyYxAB__siya_magida.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2toQlVHMXVZMUZpZDJGaU16WXRUWEZ0WjJoclIyYxAB!2m1!1s0x0:0x4a49d45d01f7eb05!3m1!1s2@1:CAIQACodChtycF9oOkhBUG1uY1Fid2FiMzYtTXFtZ2hrR2c%7C%7C?hl=en-GB",
      "title": "",
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    },
    {
      "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",
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    {
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      "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",
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      "title": "",
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    },
    {
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      "source": "google",
      "name": "Ayamaah Nkosi",
      "date": "2026-03-02T18:39:12+02:00",
      "rating": 5,
      "review": "I would definitely recommend them for customer service and durable products.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT25reVlpMWphSE5EVjNwVVZtOW9lbE5CUlRrME9GRRAB__AM_Customer.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2poU1lXWmFXRWxRUTJWTlRXcDFWWGt0VVc1WU5sRRAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOjhSYWZaWElQQ2VNTWp1VXktUW5YNlE%7C%7C?hl=en-US",
      "title": "",
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    },
    {
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      "source": "google",
      "name": "Nompi Amelia",
      "date": "2026-02-24T15:27:07+02:00",
      "rating": 5,
      "review": "Recieved outstanding customer service from Hamilton. I will make sure to recommend him to my friends and family and highly recommend him also to his bosses.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2padmIyeG9Ubkp3VUdZM1kweERUWFYzUVVWT1ZrRRAB__Nompi_Amelia.jpg",
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      "title": "",
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    },
    {
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      "source": "google",
      "name": "Lebogang Mokoto",
      "date": "2026-02-19T15:05:38+02:00",
      "rating": 5,
      "review": "I really enjoyed working with Suhail. That guy was really helpful. Really appreciate your help",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT25BelRYUkpUMmRIWTJadWVsOWtVMmwwTkU0MVYyYxAB__Lebogang_Mokoto.jpg",
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      "title": "",
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    },
    {
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      "source": "google",
      "name": "Keabetsoe Zulu",
      "date": "2026-02-18T21:12:11+02:00",
      "rating": 5,
      "review": "I ve engaged many computer techs over the years, and they simply don t compare. Walter is a true professional. He is so excellent.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2xGU1dGbzNWMDVSTUhwcE1HUktSRlZRTVhwalMwRRAB__Keabetsoe_Zulu.jpg",
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      "title": "",
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      "source": "google",
      "name": "Wayne Urquhart",
      "date": "2026-02-10T18:21:08+02:00",
      "rating": 5,
      "review": "Thanks for the help",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2xWUGJ6VkZRa05LU0hWMWMzZGZPVFpyTm5GT1IxRRAB__Wayne_Urquhart.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2xWUGJ6VkZRa05LU0hWMWMzZGZPVFpyTm5GT1IxRRAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOlVPbzVFQkNKSHV1c3dfOTZrNnFOR1E%7C%7C?hl=en-US",
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    },
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      "source": "google",
      "name": "Bayanda Nkomo",
      "date": "2026-01-18T12:53:03+02:00",
      "rating": 5,
      "review": "We have been using Advanced Machinery a couple of years for both our home based and office based business. This company has always been on time, professional and reasonably priced.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2tOMFduSjNjelZGZGpad2EyVTBORGs0YUZrMlUwRRAB__AM_Customer.jpg",
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      "source": "google",
      "name": "Kagisano Mokhosi",
      "date": "2026-01-18T12:02:40+02:00",
      "rating": 5,
      "review": "Happy to give AM.CO.ZA the highest rating and will continue to buy from them.",
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    },
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      "source": "google",
      "name": "Maksotso Ndala",
      "date": "2026-01-17T19:02:06+02:00",
      "rating": 5,
      "review": "Excellent consultation by the owner who explained to us what exactly it is that we needed, he walked us through various demos and helped us with the purchase of what I deem is the best DTF printer. We were certainly in good Hands.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2pSaGRXbDZTa1pvUXpNNWNWZEVkWGxrUjJNdFQxRRAB__Maksotso_Ndala.jpg",
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      "title": "",
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    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT2taWk1FaEhVVmd3VVdOYWMzSnRSSFJKU0ZaTGJsRRAB",
      "source": "google",
      "name": "Noluthando Skosana",
      "date": "2025-12-24T12:52:35+02:00",
      "rating": 5,
      "review": "Great service and quick response from fhe AM team,after purchasing my CNC Router. Hamilton made the installation compliant. I am impressed with their machinery and services. I had Walter fix my printer at my house,I was very happy with his services and up to now I ve had no issues with my machine.",
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      "name": "Mpumelelo Lelo",
      "date": "2025-12-23T20:25:32+02:00",
      "rating": 5,
      "review": "It was my first time working with Hamilton and he did an excellent job installing my printer.",
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      "name": "Luvo Sityebi",
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      "review": "I rarely leave reviews but my experience with advanced machinery has led me to recommended your company to a friend the same day I ordered. That s how good the experience was.",
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      "name": "Tebogo Silwanyana",
      "date": "2025-12-04T08:21:04+02:00",
      "rating": 5,
      "review": "Very happy with your excellent service in getting us up and running at our humble abode. I take my hat off to your wonderful team highly recommended.",
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      "name": "Ntando Dlamini",
      "date": "2025-12-03T17:45:56+02:00",
      "rating": 5,
      "review": "High quality range of machinery at such honest pricing.I will be buying more products from them.",
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      "source": "google",
      "name": "nobuhle mahlangu",
      "date": "2025-11-28T10:13:30+02:00",
      "rating": 5,
      "review": "Walter thank you for a great job done on my printer. He also went the extra mile of checking out fixing things on my machine. I can t thank him enough.",
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      "source": "google",
      "name": "Tebogo Tete",
      "date": "2025-11-28T09:35:23+02:00",
      "rating": 5,
      "review": "Thank you for your friendly and helpful team members, your honest business practice and your willingness to go the extra mile.",
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      "source": "google",
      "name": "Karabo Mvubu",
      "date": "2025-11-25T13:31:22+02:00",
      "rating": 5,
      "review": "Positive experience with this company from start to finish. Thank you Guys",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT25sSVFpMUVjV042VVd0eVFVOHhUREJ5VjNSQmMwRRAB__AM_Customer.jpg",
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      "source": "google",
      "name": "Thobeka Dlamini",
      "date": "2025-11-25T13:25:06+02:00",
      "rating": 5,
      "review": "I d like to recommend Advanced Machinery to anyone looking for strongly built machinery high quality accessories and their ink is the best.",
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      "name": "Refiloe Mohlala",
      "date": "2025-11-04T17:34:45+02:00",
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      "name": "Kabelo Mtsweni",
      "date": "2025-11-02T15:15:14+02:00",
      "rating": 5,
      "review": "Sello is such a professional he knows what he is doing. He patiently explained to my business partner and I how the Fiber laser welder works. Now we are ready to rock and roll.",
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  ]
}