{
  "schema": 1,
  "dataset": "client_reviews_subcategory_pack",
  "category": "machine-categories",
  "subcategory": "Embroidery Machines",
  "subcategory_slug": "embroidery-machines",
  "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/embroidery-machines.json",
  "reviews": [
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT2s5MGIybDZXRXRJVGxoUVF6ZDVRM3BSZVVodk9YYxAB",
      "source": "google",
      "name": "Mpumelelo Simelane",
      "date": "2026-10-04T18:22:46+02:00",
      "rating": 5,
      "review": "Amazing DFT Printer @ Advanced Machinery.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2s5MGIybDZXRXRJVGxoUVF6ZDVRM3BSZVVodk9YYxAB__Mpumelelo_Simelane.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2s5MGIybDZXRXRJVGxoUVF6ZDVRM3BSZVVodk9YYxAB!2m1!1s0x0:0xc979ab34f88a04ca!3m1!1s2@1:CAIQACodChtycF9oOk90b2l6WEtITlhQQzd5Q3pReUhvOXc%7C%7C?hl=en-GB",
      "title": "",
      "category": "machine-categories",
      "subcategory": "Embroidery Machines",
      "subcategory_slug": "embroidery-machines"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT25jMmJqTk1iRmRuUXpoemJUaElWbkphY21VMVJHYxAB",
      "source": "google",
      "name": "khayakazi",
      "date": "2026-09-28T11:44:58+02:00",
      "rating": 5,
      "review": "We are satisfied and impressed with the standard of service rendered by this company and can definitely recommend them to to friends and family.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT25jMmJqTk1iRmRuUXpoemJUaElWbkphY21VMVJHYxAB__khayakazi.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT25jMmJqTk1iRmRuUXpoemJUaElWbkphY21VMVJHYxAB!2m1!1s0x0:0xc979ab34f88a04ca!3m1!1s2@1:CAIQACodChtycF9oOnc2bjNMbFdnQzhzbThIVnJacmU1RGc%7C%7C?hl=en-GB",
      "title": "",
      "category": "machine-categories",
      "subcategory": "Embroidery Machines",
      "subcategory_slug": "embroidery-machines"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT21Kb01tVTNVak5hYlZaMWJWbE9hbVl5VGs5bVJYYxAB",
      "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",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT21Kb01tVTNVak5hYlZaMWJWbE9hbVl5VGs5bVJYYxAB__Nonsikelelo_Nkosi.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT21Kb01tVTNVak5hYlZaMWJWbE9hbVl5VGs5bVJYYxAB!2m1!1s0x0:0xc979ab34f88a04ca!3m1!1s2@1:CAIQACodChtycF9oOmJoMmU3UjNabVZ1bVlOamYyTk9mRXc%7C%7C?hl=en-GB",
      "title": "",
      "category": "machine-categories",
      "subcategory": "Embroidery Machines",
      "subcategory_slug": "embroidery-machines"
    },
    {
      "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": "machine-categories",
      "subcategory": "Embroidery Machines",
      "subcategory_slug": "embroidery-machines"
    },
    {
      "id": "excellent-service-and-expert-advice-6475919",
      "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": "machine-categories",
      "subcategory": "Embroidery Machines",
      "subcategory_slug": "embroidery-machines"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT2xOdVdHOTZkV3REVjBJNGEyZ3pUamxSU0RkNFoyYxAB",
      "source": "google",
      "name": "BRIDGETE MUSONZA",
      "date": "2026-03-20T15:49:27+02:00",
      "rating": 5,
      "review": "Tapiwa is extremely reliable and always willing to help whenever I have issues with my DTF and sublimation machines. He s patient, knowledgeable, and takes the time to make sure everything is working properly before leaving. I really appreciate his consistency and positive attitude he makes a big difference and takes a lot of stress off my shoulders. Definitely someone you can count on",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2xOdVdHOTZkV3REVjBJNGEyZ3pUamxSU0RkNFoyYxAB__BRIDGETE_MUSONZA.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2xOdVdHOTZkV3REVjBJNGEyZ3pUamxSU0RkNFoyYxAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOlNuWG96dWtDV0I4a2gzTjlRSDd4Z2c%7C%7C?hl=en-GB",
      "title": "",
      "category": "machine-categories",
      "subcategory": "Embroidery Machines",
      "subcategory_slug": "embroidery-machines"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT2pCUE1GaFdlVjlGU2pkWWRrbGhTR3ROT1RJMU5GRRAB",
      "source": "google",
      "name": "Nothile Sanele",
      "date": "2026-03-04T13:32:59+02:00",
      "rating": 5,
      "review": "The sales staff did an incredible job in answering my questions.Now I know which printer to buy for my business.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2pCUE1GaFdlVjlGU2pkWWRrbGhTR3ROT1RJMU5GRRAB__Nothile_Sanele.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2pCUE1GaFdlVjlGU2pkWWRrbGhTR3ROT1RJMU5GRRAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOjBPMFhWeV9FSjdYdklhSGtNOTI1NFE%7C%7C?hl=en-US",
      "title": "",
      "category": "machine-categories",
      "subcategory": "Embroidery Machines",
      "subcategory_slug": "embroidery-machines"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT25reVlpMWphSE5EVjNwVVZtOW9lbE5CUlRrME9GRRAB",
      "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": "",
      "category": "machine-categories",
      "subcategory": "Embroidery Machines",
      "subcategory_slug": "embroidery-machines"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT2pGNlkycE9Yekl3UW5wUVoyTmtWSFJPWVRCeloxRRAB",
      "source": "google",
      "name": "Nompi Amelia",
      "date": "2026-02-24T15:26:34+02:00",
      "rating": 5,
      "review": "Sello was very professional, knowledgeable and had a lovely attitude. He taught us a lot on how to operate a CNC Router machine.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2pGNlkycE9Yekl3UW5wUVoyTmtWSFJPWVRCeloxRRAB__Nompi_Amelia.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2pGNlkycE9Yekl3UW5wUVoyTmtWSFJPWVRCeloxRRAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOjF6Y2pOXzIwQnpQZ2NkVHROYTBzZ1E%7C%7C?hl=en-US",
      "title": "",
      "category": "machine-categories",
      "subcategory": "Embroidery Machines",
      "subcategory_slug": "embroidery-machines"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT2tOVmJqZG5ObmxUZWpNeWVFOVRNM0JUZUVac1VWRRAB",
      "source": "google",
      "name": "Carol Mahlangu",
      "date": "2026-01-10T16:41:59+02:00",
      "rating": 5,
      "review": "Working with Advanced Machinery was such a game changer for my business. Felt supported all the way and I m glad to have invested in such durable machinery.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2tOVmJqZG5ObmxUZWpNeWVFOVRNM0JUZUVac1VWRRAB__Carol_Mahlangu.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2tOVmJqZG5ObmxUZWpNeWVFOVRNM0JUZUVac1VWRRAB!2m1!1s0x0:0x4a49d45d01f7eb05!3m1!1s2@1:CAIQACodChtycF9oOkNVbjdnNnlTejMyeE9TM3BTeEZsUVE%7C%7C?hl=en-GB",
      "title": "",
      "category": "machine-categories",
      "subcategory": "Embroidery Machines",
      "subcategory_slug": "embroidery-machines"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT21VME1IbHhabEZLT0ZsTmVGZDFkVVZwVTBjeldFRRAB",
      "source": "google",
      "name": "Thamsanqa Sibeko",
      "date": "2025-12-29T12:21:50+02:00",
      "rating": 5,
      "review": "Amazing quality machines very, quick shipping. Exactly what I needed",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT21VME1IbHhabEZLT0ZsTmVGZDFkVVZwVTBjeldFRRAB__Thamsanqa_Sibeko.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT21VME1IbHhabEZLT0ZsTmVGZDFkVVZwVTBjeldFRRAB!2m1!1s0x0:0x4a49d45d01f7eb05!3m1!1s2@1:CAIQACodChtycF9oOmU0MHlxZlFKOFlNeFd1dUVpU0czWEE%7C%7C?hl=en-GB",
      "title": "",
      "category": "machine-categories",
      "subcategory": "Embroidery Machines",
      "subcategory_slug": "embroidery-machines"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT2tOaWNVRjJiakJCV0dNNWIxOURSMWw1UVRWMGQzYxAB",
      "source": "google",
      "name": "Nantu",
      "date": "2025-12-28T19:06:23+02:00",
      "rating": 5,
      "review": "Here to leave a glowing review for the stellar job that Hamilton did on my DTF printing.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2tOaWNVRjJiakJCV0dNNWIxOURSMWw1UVRWMGQzYxAB__AM_Customer.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2tOaWNVRjJiakJCV0dNNWIxOURSMWw1UVRWMGQzYxAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOkNicUF2bjBBWGM5b19DR1l5QTV0d3c%7C%7C?hl=en-US",
      "title": "",
      "category": "machine-categories",
      "subcategory": "Embroidery Machines",
      "subcategory_slug": "embroidery-machines"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT201VE4xQmhVbk54YVZwUE5sOVVjazkwU21OdFRHYxAB",
      "source": "google",
      "name": "Naledi Magana",
      "date": "2025-12-27T22:25:47+02:00",
      "rating": 5,
      "review": "I ve dealt with a lot of support teams. This one stands for hardworking, kindness and  how well informed they are.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT201VE4xQmhVbk54YVZwUE5sOVVjazkwU21OdFRHYxAB__Naledi_Magana.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT201VE4xQmhVbk54YVZwUE5sOVVjazkwU21OdFRHYxAB!2m1!1s0x0:0x4a49d45d01f7eb05!3m1!1s2@1:CAIQACodChtycF9oOm5TN1BhUnNxaVpPNl9Uck90SmNtTGc%7C%7C?hl=en-GB",
      "title": "",
      "category": "machine-categories",
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      "subcategory_slug": "embroidery-machines"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT205M2IzQjJRbUpsU205aVUycHZkRGxHUjNoc1YzYxAB",
      "source": "google",
      "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.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT205M2IzQjJRbUpsU205aVUycHZkRGxHUjNoc1YzYxAB__Sizani_Maseko.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT205M2IzQjJRbUpsU205aVUycHZkRGxHUjNoc1YzYxAB!2m1!1s0x0:0x4a49d45d01f7eb05!3m1!1s2@1:CAIQACodChtycF9oOm93b3B2QmJlSm9iU2pvdDlGR3hsV3c%7C%7C?hl=en-GB",
      "title": "",
      "category": "machine-categories",
      "subcategory": "Embroidery Machines",
      "subcategory_slug": "embroidery-machines"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT25wWmFqZDJUelJSTjNVMmRrNXFhVU50Ukd0MFZsRRAB",
      "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",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT25wWmFqZDJUelJSTjNVMmRrNXFhVU50Ukd0MFZsRRAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOnpZajd2TzRRN3U2dk5qaUNtRGt0VlE%7C%7C?hl=en-US",
      "title": "",
      "category": "machine-categories",
      "subcategory": "Embroidery Machines",
      "subcategory_slug": "embroidery-machines"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT2xaWE1YaFNObWxrTXpGak1rdE9UVlE0TTFGbFpsRRAB",
      "source": "google",
      "name": "Karabo Mokate",
      "date": "2025-12-23T21:08:44+02:00",
      "rating": 5,
      "review": "You have a loyal customer in me.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2xaWE1YaFNObWxrTXpGak1rdE9UVlE0TTFGbFpsRRAB__AM_Customer.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2xaWE1YaFNObWxrTXpGak1rdE9UVlE0TTFGbFpsRRAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOlZXMXhSNmlkMzFjMktOTVQ4M1FlZlE%7C%7C?hl=en-US",
      "title": "",
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      "subcategory_slug": "embroidery-machines"
    },
    {
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      "source": "google",
      "name": "Lumka Noruwana",
      "date": "2025-12-23T21:04:51+02:00",
      "rating": 5,
      "review": "Sello is a gem.Exceptional installation of our dtf printer,no complaints",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2tSTmIzbHFWMlp1WDB0SE9IRnBWemhCZEZJNFEyYxAB__Lumka_Noruwana.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2tSTmIzbHFWMlp1WDB0SE9IRnBWemhCZEZJNFEyYxAB!2m1!1s0x0:0x4a49d45d01f7eb05!3m1!1s2@1:CAIQACodChtycF9oOkRNb3lqV2ZuX0tHOHFpVzhBdFI4Q2c%7C%7C?hl=en-GB",
      "title": "",
      "category": "machine-categories",
      "subcategory": "Embroidery Machines",
      "subcategory_slug": "embroidery-machines"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT2tjeU9VNDJZVEJwTFRSWk1Xb3RWR3BVWDAxdFQyYxAB",
      "source": "google",
      "name": "Sgqe Bongza",
      "date": "2025-12-21T15:19:30+02:00",
      "rating": 5,
      "review": "Very impressed with my technician Hamilton and the work that he did on my CNC Router.",
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      "review": "Thank you  Sello for the great service and willingness to assist.",
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      "rating": 5,
      "review": "Excellent service yet again. Thank you ya ll .",
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      "date": "2025-12-02T12:33:56+02:00",
      "rating": 5,
      "review": "I am very happy about the CNC Router that you sold to me and for the technician that you assigned to me. Walter s expertise displays years worth of practice.",
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      "source": "google",
      "name": "Nompumelelo Mohale",
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      "name": "Nosipho Maranjana",
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      "review": "One thing you will definitely encounter by the time you get there.",
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      "name": "Amukelani Hlongo",
      "date": "2025-11-18T11:20:38+02:00",
      "rating": 4,
      "review": "The experience was good, the person Lethu  who was assisting me  can explain well and is patient with customers",
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      "source": "google",
      "name": "kabelo phokane",
      "date": "2025-11-04T18:19:58+02:00",
      "rating": 5,
      "review": "The service i got was thee best. Thank you AM",
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      "name": "Lesego Ofentse",
      "date": "2025-11-03T18:16:30+02:00",
      "rating": 5,
      "review": "Ashley from Advanced machinery gave great, friendly and professional service. I highly recommend Their team is reliable and always ready to help. I ll be sure to use their services again in the future.",
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}