{
  "schema": 1,
  "dataset": "client_reviews_subcategory_pack",
  "category": "application-areas",
  "subcategory": "Heat Transfer",
  "subcategory_slug": "heat-transfer",
  "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/heat-transfer.json",
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      "name": "Nkosana Khoza",
      "date": "2026-09-22T18:47:35+02:00",
      "rating": 5,
      "review": "The sublimation printer from Advanced Machinery is excellent. They care about their customers and always try to help. They offer good service, fast turnaround times, and reliable delivery. Highly recommended",
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      "name": "siya magida",
      "date": "2026-09-05T14:52:43+02:00",
      "rating": 5,
      "review": "Amazing company with amazing products.",
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      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2xGRFpEZHpiVlJJTlhkS1lrNTBYMWQxY0dKRWNFRRAB!2m1!1s0x0:0xc979ab34f88a04ca!3m1!1s2@1:CAIQACodChtycF9oOlFDZDdzbVRINXdKYk50X1d1cGJEcEE%7C%7C?hl=en-GB",
      "title": "",
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      "source": "google",
      "name": "Thami Simphiwe",
      "date": "2026-07-29T18:41:55+02:00",
      "rating": 5,
      "review": "The company has really outdone itself with the quality of products that it sells, the learning center",
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      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2xkTWRWTjFZVVpwTjJ0VVVHNVBaRFJEY1VOTFVVRRAB!2m1!1s0x0:0x4a49d45d01f7eb05!3m1!1s2@1:CAIQACodChtycF9oOldMdVN1YUZpN2tUUG5PZDRDcUNLUUE%7C%7C?hl=en-GB",
      "title": "",
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      "subcategory": "Heat Transfer",
      "subcategory_slug": "heat-transfer"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT25rNVQzaFRkRmhMTmxsV2MyOVFSbEZRUTJGTFZtYxAB",
      "source": "google",
      "name": "pinky benele",
      "date": "2026-07-29T15:57:42+02:00",
      "rating": 5,
      "review": "Such a pleasure doing business with you",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT25rNVQzaFRkRmhMTmxsV2MyOVFSbEZRUTJGTFZtYxAB__pinky_benele.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT25rNVQzaFRkRmhMTmxsV2MyOVFSbEZRUTJGTFZtYxAB!2m1!1s0x0:0x4a49d45d01f7eb05!3m1!1s2@1:CAIQACodChtycF9oOnk5T3hTdFhLNllWc29QRlFQQ2FLVmc%7C%7C?hl=en-GB",
      "title": "",
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      "subcategory": "Heat Transfer",
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    },
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      "source": "hellopeter",
      "name": "Kayla J",
      "date": "2026-07-09T16:02:40+02:00",
      "rating": 5,
      "review": "I bought a large format printer from this company, and the entire experience was amazing. The sales and technical teams were knowledgeable, patient, and helped me choose the perfect machine for my business. Highly recommended!",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/hp_excellent-service-and-expert-advice-6475919__Kayla_J.jpg",
      "link": "https://www.hellopeter.com/amcoza/reviews/excellent-service-and-expert-advice-6475919",
      "title": "Excellent Service and Expert Advice",
      "category": "application-areas",
      "subcategory": "Heat Transfer",
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    },
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      "source": "google",
      "name": "Chrisma Faulkner",
      "date": "2026-07-06T11:15:55+02:00",
      "rating": 4,
      "review": "I just want to thank Tabiso for his great service. I sorted out everything in minutes.",
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      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2tGUGIwcFdOMFF0ZUVOZlRWaFpVbE5rZDB0alQzYxAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOkFPb0pWN0QteENfTVhZUlNkd0tjT3c%7C%7C?hl=en-US",
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    },
    {
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      "source": "google",
      "name": "C.J. Du Plooy",
      "date": "2026-05-15T20:52:19+02:00",
      "rating": 5,
      "review": "Quick and excellent service",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2tGVWNpMHhkRGRwUWtkNFRGaElNR2xHWldKRGEzYxAB__C.J._Du_Plooy.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2tGVWNpMHhkRGRwUWtkNFRGaElNR2xHWldKRGEzYxAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOkFUci0xdDdpQkd4TFhIMGlGZWJDa3c%7C%7C?hl=en-US",
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    },
    {
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      "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",
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      "source": "google",
      "name": "Sbusiso Mnguni",
      "date": "2026-03-03T14:18:21+02:00",
      "rating": 5,
      "review": "Katlego was very helpful in sorting out an issue that I had with my CNC Router. He was so quick and such a pleasure to work with. Thank you.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2t0cmNscHplUzFUZW5KNWJHeElUMVpGYUZBNFkzYxAB__Sbusiso_Mnguni.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2t0cmNscHplUzFUZW5KNWJHeElUMVpGYUZBNFkzYxAB!2m1!1s0x0:0x4a49d45d01f7eb05!3m1!1s2@1:CAIQACodChtycF9oOktrclpzeS1TenJ5bGxIT1ZFaFA4Y3c%7C%7C?hl=en-GB",
      "title": "",
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    },
    {
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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",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT201VFN6WkxXSEJVVm1aNE5VVndZa0p0U1hSYVVXYxAB!2m1!1s0x0:0x4a49d45d01f7eb05!3m1!1s2@1:CAIQACodChtycF9oOm5TSzZLWHBUVmZ4NUVwYkJtSXRaUWc%7C%7C?hl=en-GB",
      "title": "",
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    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT205R1gxZ3pUVlp4YjFOUllVOWhhV2xvWWw5YU9HYxAB",
      "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.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT205R1gxZ3pUVlp4YjFOUllVOWhhV2xvWWw5YU9HYxAB__Lydia_Nhoni.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT205R1gxZ3pUVlp4YjFOUllVOWhhV2xvWWw5YU9HYxAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOm9GX1gzTVZxb1NRYU9haWloYl9aOGc%7C%7C?hl=en-US",
      "title": "",
      "category": "application-areas",
      "subcategory": "Heat Transfer",
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    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT2xGcE5VVXpWV0pVYWxCSE5ucEdjbkpHYVZWcFFrRRAB",
      "source": "google",
      "name": "Bandile Mbonani",
      "date": "2026-02-16T17:53:54+02:00",
      "rating": 5,
      "review": "Always great  I absolutely love Advanced Machinery. They are simply they are simply the best best   Their machines are fairly priced and function very well.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2xGcE5VVXpWV0pVYWxCSE5ucEdjbkpHYVZWcFFrRRAB__Bandile_Mbonani.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2xGcE5VVXpWV0pVYWxCSE5ucEdjbkpHYVZWcFFrRRAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOlFpNUUzVWJUalBHNnpGcnJGaVVpQkE%7C%7C?hl=en-US",
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    },
    {
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      "source": "google",
      "name": "Nhlanhla Mahlangu",
      "date": "2026-01-28T16:39:50+02:00",
      "rating": 5,
      "review": "Great doing business with you.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT21wM1NqUTJiMUV6TlhjeU5IcG5SREp0VEU1a1FXYxAB__Nhlanhla_Mahlangu.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT21wM1NqUTJiMUV6TlhjeU5IcG5SREp0VEU1a1FXYxAB!2m1!1s0x0:0x4a49d45d01f7eb05!3m1!1s2@1:CAIQACodChtycF9oOmp3SjQ2b1EzNXcyNHpnRDJtTE5kQWc%7C%7C?hl=en-GB",
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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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    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT2xsVGFtRkxkMHh4UTBsRVZHSkxUVkJLVVZaeVNsRRAB",
      "source": "google",
      "name": "Naledi Khouphe",
      "date": "2026-01-21T06:51:39+02:00",
      "rating": 5,
      "review": "Prompt and efficient",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2xsVGFtRkxkMHh4UTBsRVZHSkxUVkJLVVZaeVNsRRAB__AM_Customer.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2xsVGFtRkxkMHh4UTBsRVZHSkxUVkJLVVZaeVNsRRAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOllTamFLd0xxQ0lEVGJLTVBKUVZySlE%7C%7C?hl=en-US",
      "title": "",
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      "subcategory_slug": "heat-transfer"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT2xsV2VIWnlXblJPUjJ0RFFraHVZMjgyZUhCUWJuYxAB",
      "source": "google",
      "name": "Bayanda Nkomo",
      "date": "2026-01-18T12:56:21+02:00",
      "rating": 5,
      "review": "Great service and great company",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2xsV2VIWnlXblJPUjJ0RFFraHVZMjgyZUhCUWJuYxAB__AM_Customer.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2xsV2VIWnlXblJPUjJ0RFFraHVZMjgyZUhCUWJuYxAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOllWeHZyWnROR2tDQkhuY282eHBQbnc%7C%7C?hl=en-US",
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    },
    {
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      "source": "google",
      "name": "James",
      "date": "2026-01-11T14:07:16+02:00",
      "rating": 5,
      "review": "Raymond was polite, quick explanatory and efficient. He did a clean job with my installation. He was great",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2kwNGNuWnNZMDVSTkRObVdVUnJSVEJ6UlRKZmVHYxAB__James.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2kwNGNuWnNZMDVSTkRObVdVUnJSVEJ6UlRKZmVHYxAB!2m1!1s0x0:0x4a49d45d01f7eb05!3m1!1s2@1:CAIQACodChtycF9oOi04cnZsY05RNDNmWURrRTBzRTJfeGc%7C%7C?hl=en-GB",
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    },
    {
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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",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT20xWldHMVFRbU0yT1dsV0xXcDBTVGhETkVsQmJuYxAB__Carol_Mahlangu.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT20xWldHMVFRbU0yT1dsV0xXcDBTVGhETkVsQmJuYxAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOm1ZWG1QQmM2OWlWLWp0SThDNElBbnc%7C%7C?hl=en-US",
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      "name": "Samukelisiwe Xabela",
      "date": "2026-01-10T11:45:44+02:00",
      "rating": 5,
      "review": "Sello was exceptionally helpful and efficient. I shall be using this company again. No doubt",
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      "name": "Sizani Maseko",
      "date": "2025-12-27T16:51:21+02:00",
      "rating": 5,
      "review": "Customer service is simply amazing.they were so helpful and patient with me during the entire process of me buying a printer and ink.",
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      "source": "google",
      "name": "Neo",
      "date": "2025-12-13T21:50:31+02:00",
      "rating": 5,
      "review": "Excellent service from Walter. He helped clarify a lot of my questions about the heat press machine that I would like to purchase. Thank you",
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      "source": "google",
      "name": "Lebohang Cleopatra",
      "date": "2025-12-04T09:16:22+02:00",
      "rating": 5,
      "review": "Thank you so much for your stellar service and excellence in signage. We always make sure to use you.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT25nMFFXdDBhSGR2VDBGTmFWbEJOamMzYWxSSGFuYxAB__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.",
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      "source": "google",
      "name": "basetsana nene",
      "date": "2025-12-03T09:36:59+02:00",
      "rating": 5,
      "review": "Excellent service yet again. Thank you ya ll .",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2tSeGJqVmtaMTl1VGkxTFRIYzNkVlpNYTJORk0wRRAB__AM_Customer.jpg",
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      "source": "google",
      "name": "Snenhlanhla Nkutha",
      "date": "2025-12-02T12:24:07+02:00",
      "rating": 5,
      "review": "Good Day AM.CO.ZA , we had two technicians working at our premises, Walter and Lethu. The two of them were efficient, friendly and helpful. I was very happy with the service I received Advanced Machinery. The staff that were on duty were courteous and very helpful. I will certainly use your company again.",
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    },
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      "source": "google",
      "name": "Majuba Makatini",
      "date": "2025-11-29T19:39:58+02:00",
      "rating": 5,
      "review": "I had a great experience with Advanced Machinery. The customer Service was excellent, and the DTF printer worked better than I expected. I highly recommend them",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2taek1raG9NelIzTmw5b09IY3pTVTVCV1RkdVQzYxAB__Majuba_Makatini.jpg",
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      "source": "google",
      "name": "Majuba Makatini",
      "date": "2025-11-29T19:37:41+02:00",
      "rating": 5,
      "review": "What a lifesaver Raymond is  He is always ready and available to assist.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT20xSk4xcGhWMlV5WDFVNWFGZFhWbFIxV0dSdlRVRRAB__AM_Customer.jpg",
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      "source": "google",
      "name": "khaya khumalo",
      "date": "2025-11-25T13:34:03+02:00",
      "rating": 5,
      "review": "The installation of our UV DTF printer went so well. Thank you Walter for the job that you did on this machine and for answering all of our questions.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT25JNVkxaENXVkl5VTJaMFdYTmFhbWgxV25kYU4zYxAB__khaya_khumalo.jpg",
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      "source": "google",
      "name": "Tebogo Samuel",
      "date": "2025-11-24T18:16:09+02:00",
      "rating": 5,
      "review": "Top range of products. Well trained staff. I have lots of confidence in ur organisation.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2t4Qk1qQlhhbU0yU205NmMwSnhSM1pwUkhGaVpsRRAB__Tebogo_Samuel.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2t4Qk1qQlhhbU0yU205NmMwSnhSM1pwUkhGaVpsRRAB!2m1!1s0x0:0x4a49d45d01f7eb05!3m1!1s2@1:CAIQACodChtycF9oOkxBMjBXamM2Sm96c0JxR3ZpRHFiZlE%7C%7C?hl=en-GB",
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    },
    {
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      "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",
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    }
  ]
}