{
  "schema": 1,
  "dataset": "client_reviews_subcategory_pack",
  "category": "machine-categories",
  "subcategory": "Air Compressors",
  "subcategory_slug": "air-compressors",
  "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).",
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      "name": "Lumka Dhladhla",
      "date": "2026-09-06T13:16:53+02:00",
      "rating": 5,
      "review": "Just a short note to thank you and your company for the quality of service rendered and the quality of products, very impressive. We really appreciated the effort put into the demonstration and installation of our large format printer.",
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    },
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      "source": "google",
      "name": "Nonsikelelo Nkosi",
      "date": "2026-08-18T13:09:23+02:00",
      "rating": 5,
      "review": "I need to recurrect my old sign business and upgrade all equipment. Can you assist me with dimensions and prices",
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      "source": "google",
      "name": "Mpho Sondezi",
      "date": "2026-07-26T14:51:35+02:00",
      "rating": 5,
      "review": "Thank you Cavin for the flawless installation of My CNC Router and training me on how to use the machine. you re a start.",
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      "source": "google",
      "name": "bafana nkwanyana",
      "date": "2026-07-26T12:51:35+02:00",
      "rating": 5,
      "review": "I m happy with my sublimation printer. Its such a great machine and works mostly as described.",
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      "source": "google",
      "name": "Johannes Jansen Van Rensburg",
      "date": "2026-05-11T14:45:45+02:00",
      "rating": 5,
      "review": "Best printer and consumable store",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2sxYU9IQXhlV2czZHpNNExUbEViREJXWkY5b1ZGRRAB__Johannes_Jansen_Van_Rensburg.jpg",
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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",
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      "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",
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      "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.",
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      "source": "hellopeter",
      "name": "Faith M",
      "date": "2026-03-18T15:40:37+02:00",
      "rating": 5,
      "review": "I had problems with my software but Mr Pride was very kind to help assist me promptly.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/hp_excellent-service-8ad3c719d4bd3a07a66c969f6a59b4a96bca6859-6276239__Faith_M.jpg",
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      "title": "Excellent Service",
      "category": "machine-categories",
      "subcategory": "Air Compressors",
      "subcategory_slug": "air-compressors"
    },
    {
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      "source": "google",
      "name": "Michelle Kruger",
      "date": "2026-03-16T22:15:53+02:00",
      "rating": 5,
      "review": "Outstanding Service from AM.CO.ZA and Thabiso I would like to express my sincere appreciation for the excellent service I received from AM.CO.ZA, especially from Thabiso. From the very first interaction, he was professional, friendly, and extremely helpful. Thank you Thabiso",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2pVdFJrZFJZVUUyTjFreUxYWjZhRU5tWkU1UWQwRRAB__Michelle_Kruger.jpg",
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      "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",
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      "source": "google",
      "name": "Alwande Qiqimana",
      "date": "2026-03-01T15:16:15+02:00",
      "rating": 5,
      "review": "friendly and trusted staff at Advanced Machinery.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT201VFN6WkxXSEJVVm1aNE5VVndZa0p0U1hSYVVXYxAB__Alwande_Qiqimana.jpg",
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    },
    {
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      "source": "google",
      "name": "Lydia Nhoni",
      "date": "2026-02-28T15:55:35+02:00",
      "rating": 5,
      "review": "Happy with the service that I got from Advanced Machinery",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2sxRVJWWm9aamh2VkdKS1NGTTRNRE5vYmw5NFpuYxAB__Lydia_Nhoni.jpg",
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      "source": "google",
      "name": "Lydia Nhoni",
      "date": "2026-02-28T15:54:15+02:00",
      "rating": 5,
      "review": "It seems rather impossible to put into words the excellent service that I received from Walter. Diligence, dedication and pure excellence.",
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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",
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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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      "source": "google",
      "name": "Carol Mahlangu",
      "date": "2026-01-10T16:39:55+02:00",
      "rating": 5,
      "review": "Great service. Very good Knowledge of signage machinery. Absolutely recommend to all",
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      "source": "google",
      "name": "Siyabonga Nkosi",
      "date": "2025-12-24T20:29:49+02:00",
      "rating": 5,
      "review": "The UV DTF printer has Incredible features and a user friendly interface that makes it easier to use. The customer service team is fantastic and always ready to assist",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT25wWmFqZDJUelJSTjNVMmRrNXFhVU50Ukd0MFZsRRAB__AM_Customer.jpg",
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      "source": "google",
      "name": "Lumka Noruwana",
      "date": "2025-12-23T21:02:05+02:00",
      "rating": 5,
      "review": "If I could give Hamilton a hundred stars,I would.He is truly amazing .",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT21JMlgzaFlaV3BEZDNKV1JFeFVkV051UTFsQmJrRRAB__AM_Customer.jpg",
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      "source": "google",
      "name": "Andries Goosen",
      "date": "2025-12-10T14:09:21+02:00",
      "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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      "source": "google",
      "name": "anastasia motaung",
      "date": "2025-12-04T08:42:52+02:00",
      "rating": 5,
      "review": "Couldn t rate your work highly enough. Great job AM.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT25VeVdHc3liakJDYUhsNmMwMVpUa3RsVDBkek5WRRAB__AM_Customer.jpg",
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      "source": "google",
      "name": "Halalisani",
      "date": "2025-12-02T12:53:20+02:00",
      "rating": 5,
      "review": "Thank you for the quick response. I needed my machine asap. Thank you guys. I really appreciate it",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT25aWlEzb3dRbUpMYUVaUGRXVjZXWFZLYUZGUU5sRRAB__Halalisani.jpg",
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    {
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      "source": "google",
      "name": "Katlego Bapela",
      "date": "2025-12-02T12:41:40+02:00",
      "rating": 5,
      "review": "Your team is always great to have on site. They re polite, respectful, and always willing to help.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2pOdFYxaERVR3QxTFhSTVZrdEtTMjV4VFdKdlpXYxAB__AM_Customer.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2pOdFYxaERVR3QxTFhSTVZrdEtTMjV4VFdKdlpXYxAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOjNtV1hDUGt1LXRMVktKS25xTWJvZWc%7C%7C?hl=en-US",
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      "source": "google",
      "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.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2t0RldtRjZlVzl0TlROcWVVTm1SbmhTTUc1dVVuYxAB__AM_Customer.jpg",
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    },
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      "source": "google",
      "name": "Carene Pretorius",
      "date": "2025-11-25T14:28:21+02:00",
      "rating": 5,
      "review": "Takalani and Lethu installed the machine and did a very good introduction to the machine as well as the software.  These two guys did a brilliant job and are so well mannered.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT210MVJUSnphemgyZWpoTmVXVXhTemRFYVdGUk1uYxAB__AM_Customer.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT210MVJUSnphemgyZWpoTmVXVXhTemRFYVdGUk1uYxAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOmt1RTJzazh2ejhNeWUxSzdEaWFRMnc%7C%7C?hl=en-US",
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      "source": "google",
      "name": "Waka TV",
      "date": "2025-11-24T19:03:40+02:00",
      "rating": 5,
      "review": "I am a happy customer. Don t change anything its all good.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2xFd2NFUk5WSG8wU1hZMlRXMTJaRmN4WkdGNVZXYxAB__AM_Customer.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2xFd2NFUk5WSG8wU1hZMlRXMTJaRmN4WkdGNVZXYxAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOlEwcERNVHo0SXY2TW12ZFcxZGF5VWc%7C%7C?hl=en-US",
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    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT2xWMFIwUmhWelJTZGpKd2JGaDNUUzFqVmkxR1lrRRAB",
      "source": "google",
      "name": "Ndleleni Zikalala",
      "date": "2025-11-19T13:22:17+02:00",
      "rating": 5,
      "review": "Thank you Takalani you are the best in your field very articulate and you are patient when dealing with customers.  I wish your superiors can see that you are a valuable asset in the Company.  People like you are destined for greater things I wish AM.CO the best and also you shine like a brighter   .   Thanks a lot for your professional service.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2xWMFIwUmhWelJTZGpKd2JGaDNUUzFqVmkxR1lrRRAB__Ndleleni_Zikalala.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2xWMFIwUmhWelJTZGpKd2JGaDNUUzFqVmkxR1lrRRAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOlV0R0RhVzRSdjJwbFh3TS1jVi1GYkE%7C%7C?hl=en-US",
      "title": "",
      "category": "machine-categories",
      "subcategory": "Air Compressors",
      "subcategory_slug": "air-compressors"
    },
    {
      "id": "best-machines-9c20693f1ca56de6ee057ae7aff2e4f1c0170f12-6036791",
      "source": "hellopeter",
      "name": "Sunshine M",
      "date": "2025-11-04T21:23:52+02:00",
      "rating": 5,
      "review": "I have never had a problem with any of their machines.They work excellently.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/hp_best-machines-9c20693f1ca56de6ee057ae7aff2e4f1c0170f12-6036791__Sunshine_M.jpg",
      "link": "https://www.hellopeter.com/amcoza/reviews/best-machines-9c20693f1ca56de6ee057ae7aff2e4f1c0170f12-6036791",
      "title": "Best machines",
      "category": "machine-categories",
      "subcategory": "Air Compressors",
      "subcategory_slug": "air-compressors"
    }
  ]
}