{
  "schema": 1,
  "dataset": "client_reviews_subcategory_pack",
  "category": "services-training-software",
  "subcategory": "Installation and Setup",
  "subcategory_slug": "installation-and-setup",
  "generated_at": "2026-10-23T01:32:46.836786+02:00",
  "max_items": 30,
  "count": 30,
  "fill_source": "topic_top100",
  "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/installation-and-setup.json",
  "reviews": [
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT2tRM2VtTkVPRVptYUVWM2VYRm9TVzVKU0hWcmVIYxAB",
      "source": "google",
      "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.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2tRM2VtTkVPRVptYUVWM2VYRm9TVzVKU0hWcmVIYxAB__ntokozo_methula.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2tRM2VtTkVPRVptYUVWM2VYRm9TVzVKU0hWcmVIYxAB!2m1!1s0x0:0x4a49d45d01f7eb05!3m1!1s2@1:CAIQACodChtycF9oOkQ3emNEOEZmaEV3eXFoSW5JSHVreHc%7C%7C?hl=en-GB",
      "title": "",
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      "subcategory": "Installation and Setup",
      "subcategory_slug": "installation-and-setup"
    },
    {
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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.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT21OUWEwVTRORjlpTXpsck9XbDJSRlJDYVRKUFZrRRAB__Mpho_Sondezi.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT21OUWEwVTRORjlpTXpsck9XbDJSRlJDYVRKUFZrRRAB!2m1!1s0x0:0x4a49d45d01f7eb05!3m1!1s2@1:CAIQACodChtycF9oOmNQa0U4NF9iMzlrOWl2RFRCaTJPVkE%7C%7C?hl=en-GB",
      "title": "",
      "category": "services-training-software",
      "subcategory": "Installation and Setup",
      "subcategory_slug": "installation-and-setup"
    },
    {
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      "source": "google",
      "name": "Locadia Kimbini",
      "date": "2026-07-10T14:37:40+02:00",
      "rating": 5,
      "review": "Our machine was not connected well And one of the crew from the company named  Thabiso  helped us through all the process and he was very patient it was a very good and successful job well done      and they responded very fast within minutes",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT20wMWFUbEdSVFZKWTBOalN6aFdVVjl2ZFVkS01FRRAB__Locadia_Kimbini.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT20wMWFUbEdSVFZKWTBOalN6aFdVVjl2ZFVkS01FRRAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOm01aTlGRTVJY0NjSzhWUV9vdUdKMEE%7C%7C?hl=en-US",
      "title": "",
      "category": "services-training-software",
      "subcategory": "Installation and Setup",
      "subcategory_slug": "installation-and-setup"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT21RNWFVMUdkSHBqUjBKcFJXczFhWGhMUXpneGJYYxAB",
      "source": "google",
      "name": "Liani Vlag",
      "date": "2026-05-29T16:03:29+02:00",
      "rating": 5,
      "review": "Thabiso from the AM support centre was a great help in getting all of my software installed remotely. Very happy with the service.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT21RNWFVMUdkSHBqUjBKcFJXczFhWGhMUXpneGJYYxAB__Liani_Vlag.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT21RNWFVMUdkSHBqUjBKcFJXczFhWGhMUXpneGJYYxAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOmQ5aU1GdHpjR0JpRWs1aXhLQzgxbXc%7C%7C?hl=en-GB",
      "title": "",
      "category": "services-training-software",
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    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT2s1SE1rTTBaV0pEWmxKaFYwa3pjbUUxT0ZkRmJuYxAB",
      "source": "google",
      "name": "Edith van der Walt",
      "date": "2026-02-12T16:56:48+02:00",
      "rating": 5,
      "review": "I would like to express my sincere appreciation to Vusani, the technician from AM.CO.ZA, for his outstanding service.  He truly went the extra mile to assist me with my DTF printer and the InkRip software. After purchasing a new computer and reinstalling the DTF program, I was completely unable to work.  Vusani contacted me early in the morning to let me know he was ready to help.  He removed everything and reinstalled the entire system from scratch, making sure that everything was set up correctly and working 100 .  He is extremely knowledgeable, professional, and patient.  The way he handled everything gave me complete confidence.  His technical skill and willingness to help are exceptional.  Vusani is a real asset to AM.CO.ZA.  Service like this makes a huge difference, and I am truly grateful for his support.  Highly recommended   Edith van der Walt Stillbay",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2s1SE1rTTBaV0pEWmxKaFYwa3pjbUUxT0ZkRmJuYxAB__AM_Customer.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2s1SE1rTTBaV0pEWmxKaFYwa3pjbUUxT0ZkRmJuYxAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOk5HMkM0ZWJDZlJhV0kzcmE1OFdFbnc%7C%7C?hl=en-GB",
      "title": "",
      "category": "services-training-software",
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    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT21wd2NITkNhVFZtWTJ4WFlrczRjVlpYTVdzNFNtYxAB",
      "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.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT21wd2NITkNhVFZtWTJ4WFlrczRjVlpYTVdzNFNtYxAB__Bayanda_Nkomo.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT21wd2NITkNhVFZtWTJ4WFlrczRjVlpYTVdzNFNtYxAB!2m1!1s0x0:0x4a49d45d01f7eb05!3m1!1s2@1:CAIQACodChtycF9oOmpwcHNCaTVmY2xXYks4cVZXMWs4Smc%7C%7C?hl=en-GB",
      "title": "",
      "category": "services-training-software",
      "subcategory": "Installation and Setup",
      "subcategory_slug": "installation-and-setup"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT2tSTmIzbHFWMlp1WDB0SE9IRnBWemhCZEZJNFEyYxAB",
      "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": "",
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      "subcategory_slug": "installation-and-setup"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT21sV2MyaDRZWEJ2Ym5wcVIwbG5lWFJSYlZSQ1pXYxAB",
      "source": "google",
      "name": "Sgqe Bongza",
      "date": "2025-12-21T15:18:10+02:00",
      "rating": 5,
      "review": "Satisfied with the mesh system installed by Walter and a huge thanks to the team of technicians that made my demo experience the best.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT21sV2MyaDRZWEJ2Ym5wcVIwbG5lWFJSYlZSQ1pXYxAB__AM_Customer.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT21sV2MyaDRZWEJ2Ym5wcVIwbG5lWFJSYlZSQ1pXYxAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOmlWc2h4YXBvbnpqR0lneXRRbVRCZWc%7C%7C?hl=en-US",
      "title": "",
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    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT2tNNVFUVllTV3B5TjFnNE5WVmtYM1pXWlZSVFJXYxAB",
      "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.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2tNNVFUVllTV3B5TjFnNE5WVmtYM1pXWlZSVFJXYxAB__AM_Customer.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2tNNVFUVllTV3B5TjFnNE5WVmtYM1pXWlZSVFJXYxAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOkM5QTVYSWpyN1g4NVVkX3ZWZVRTRWc%7C%7C?hl=en-US",
      "title": "",
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      "subcategory_slug": "installation-and-setup"
    },
    {
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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",
      "title": "",
      "category": "services-training-software",
      "subcategory": "Installation and Setup",
      "subcategory_slug": "installation-and-setup"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT25JNVkxaENXVkl5VTJaMFdYTmFhbWgxV25kYU4zYxAB",
      "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",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT25JNVkxaENXVkl5VTJaMFdYTmFhbWgxV25kYU4zYxAB!2m1!1s0x0:0x4a49d45d01f7eb05!3m1!1s2@1:CAIQACodChtycF9oOnI5Y1hCWVIyU2Z0WXNaamh1WndaN3c%7C%7C?hl=en-GB",
      "title": "",
      "category": "services-training-software",
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      "subcategory_slug": "installation-and-setup"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT2tGYVMySXpjWFI1WjNWbWEzUkROSGhhUWs1aldWRRAB",
      "source": "google",
      "name": "Mduduzi Nkosi",
      "date": "2025-10-26T17:57:57+02:00",
      "rating": 5,
      "review": "Very professional and very skilled, I would recommend Raymond for all your installations. He does a pretty good job at it.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2tGYVMySXpjWFI1WjNWbWEzUkROSGhhUWs1aldWRRAB__Mduduzi_Nkosi.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2tGYVMySXpjWFI1WjNWbWEzUkROSGhhUWs1aldWRRAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOkFaS2IzcXR5Z3Vma3RDNHhaQk5jWVE%7C%7C?hl=en-US",
      "title": "",
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      "subcategory_slug": "installation-and-setup"
    },
    {
      "id": "great-service-c2fc5076bb870921d298e605054ce5de60c401b6-6015785",
      "source": "hellopeter",
      "name": "cyberspace C",
      "date": "2025-10-23T17:56:47+02:00",
      "rating": 5,
      "review": "I'm so impressed with the service I received from Sello! He was knowledgeable, friendly, and assembled my machine so quickly. I had the privilege of using it the very same day.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/hp_great-service-c2fc5076bb870921d298e605054ce5de60c401b6-6015785__cyberspace_C.jpg",
      "link": "https://www.hellopeter.com/amcoza/reviews/great-service-c2fc5076bb870921d298e605054ce5de60c401b6-6015785",
      "title": "great service",
      "category": "services-training-software",
      "subcategory": "Installation and Setup",
      "subcategory_slug": "installation-and-setup"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT2s1RmJIQTNhMnMwTFVoWGJtcHlObGhKUTBsUlNYYxAB",
      "source": "google",
      "name": "Pheello Thomas",
      "date": "2025-10-22T16:23:41+02:00",
      "rating": 5,
      "review": "Thank you Katlego for helping us get our machine going. we really appreciate your time and effort. When you come to westgate please pop in and have lunch with us.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2s1RmJIQTNhMnMwTFVoWGJtcHlObGhKUTBsUlNYYxAB__AM_Customer.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2s1RmJIQTNhMnMwTFVoWGJtcHlObGhKUTBsUlNYYxAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOk5FbHA3a2s0LUhXbmpyNlhJQ0lRSXc%7C%7C?hl=en-US",
      "title": "",
      "category": "services-training-software",
      "subcategory": "Installation and Setup",
      "subcategory_slug": "installation-and-setup"
    },
    {
      "id": "installation-b98d75d8c12c273b43e24296c6a5f6b112698e03-5951580",
      "source": "hellopeter",
      "name": "Keith S",
      "date": "2025-09-16T13:05:00+02:00",
      "rating": 5,
      "review": "The printer installation was completed faster then I expected great service Ashely",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/hp_installation-b98d75d8c12c273b43e24296c6a5f6b112698e03-5951580__Keith_S.jpg",
      "link": "https://www.hellopeter.com/amcoza/reviews/installation-b98d75d8c12c273b43e24296c6a5f6b112698e03-5951580",
      "title": "Installation",
      "category": "services-training-software",
      "subcategory": "Installation and Setup",
      "subcategory_slug": "installation-and-setup"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT2pCdFZHc3plR2szV2xaeU4wWTNjbmMwUkY5M1oyYxAB",
      "source": "google",
      "name": "Lesego Ofentse",
      "date": "2025-07-13T14:48:22+02:00",
      "rating": 5,
      "review": "Walter have maintained a helpful and professional attitude throughout the installation of my DTF Printer. He made my shopping experience at AM the best",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2pCdFZHc3plR2szV2xaeU4wWTNjbmMwUkY5M1oyYxAB__AM_Customer.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2pCdFZHc3plR2szV2xaeU4wWTNjbmMwUkY5M1oyYxAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOjBtVGszeGk3WlZyN0Y3cnc0RF93Z2c%7C%7C?hl=en-US",
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    },
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      "source": "google",
      "name": "Magdeline More",
      "date": "2025-07-05T11:44:08+02:00",
      "rating": 5,
      "review": "Support and setup were done quickly and professionally the machine has been running flawlessly since day one.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT21WT1gxZHFSbTEyTFc5dmJGVmxVbnB6T1ZKb1RXYxAB__AM_Customer.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT21WT1gxZHFSbTEyTFc5dmJGVmxVbnB6T1ZKb1RXYxAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOmVOX1dqRm12LW9vbFVlUnpzOVJoTWc%7C%7C?hl=en-US",
      "title": "",
      "category": "services-training-software",
      "subcategory": "Installation and Setup",
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    },
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      "rating": 5,
      "review": "The installation of my CNC Router was so long, but the tech support seemed to have it under control. They are experienced and patient. As soon as that was done, the router worked wonderfully    I m very satisfied",
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      "rating": 5,
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      "name": "Zama Mthetho",
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      "rating": 5,
      "review": "Our new EasyRoute CNC Router from Advanced Machinery was installed today. I wanted to reach out to you to let you know how pleased our staff was with how smoothly the delivery and installation went. The removal of our existing CNC Router and replacement with the new one from Advanced Machinery was completed seamlessly and with minimal disruption to our business.",
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      "rating": 5,
      "review": "Very happy with the service and aftersales service technical support was assisted by Mr Careington shakonda was very helpfull by far the best assistance every from him on the setup and installation of my new sublimation printer...",
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      "name": "Mahlatse Letsau",
      "date": "2021-05-12T23:40:32+02:00",
      "rating": 5,
      "review": "Been Having Some trouble with Installing The proper software for My Cutter but  but Carrington Sakonda patiently took me through the Process until the software was Installed and Ran few cuts, I can Definitely recommend Advanced machinery to a Friend received immaculate service I m.happy.",
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