{
  "schema": 1,
  "dataset": "client_reviews_subcategory_pack",
  "category": "machine-categories",
  "subcategory": "Desktop CNC Routers",
  "subcategory_slug": "desktop-cnc-routers",
  "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/desktop-cnc-routers.json",
  "reviews": [
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT21GQ2JrVTNNVVZZU3pSak0zcDNlVVpDYVc5Q2RtYxAB",
      "source": "google",
      "name": "Kabafu Gondwe",
      "date": "2026-09-06T10:07:00+02:00",
      "rating": 5,
      "review": "This office would like to take the opportunity to thank you and your staff for the excellent service and quality machinery.",
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      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT21GQ2JrVTNNVVZZU3pSak0zcDNlVVpDYVc5Q2RtYxAB!2m1!1s0x0:0xc979ab34f88a04ca!3m1!1s2@1:CAIQACodChtycF9oOmFCbkU3MUVYSzRjM3p3eUZCaW9Cdmc%7C%7C?hl=en-GB",
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      "source": "google",
      "name": "Refilwe Tsokolibane",
      "date": "2026-09-03T07:28:41+02:00",
      "rating": 5,
      "review": "The Machine i bought is straightforward to operate and the technical support has been excellent.",
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    },
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      "source": "google",
      "name": "Motlalepule Mahlangu",
      "date": "2026-04-20T14:40:47+02:00",
      "rating": 5,
      "review": "We have purchased 3 machines from Advanced Machinery to date.We have always found your company good to deal with and very helpful.",
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      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2xCaldUZEhiMnBNYVVZMUxXMVNlRFJHTkcxWVExRRAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOlBjWTdHb2pMaUY1LW1SeDRGNG1YQ1E%7C%7C?hl=en-US",
      "title": "",
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    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT210NlNEZzRUVFZ0YUdSUE5FUTVNSGhqTWxkeE1rRRAB",
      "source": "google",
      "name": "Gift Matlala",
      "date": "2026-04-12T15:28:23+02:00",
      "rating": 5,
      "review": "No words to describe how amazing the company is you can find such exceptional service and well built machinery and accessories at reasonable prices. Really impressed.",
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      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT210NlNEZzRUVFZ0YUdSUE5FUTVNSGhqTWxkeE1rRRAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOmt6SDg4TTVtaGRPNEQ5MHhjMldxMkE%7C%7C?hl=en-US",
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      "source": "google",
      "name": "Boikanyo Moeketsi",
      "date": "2026-04-11T14:07:55+02:00",
      "rating": 5,
      "review": "I have been supporting this business for years and will continue doing so.",
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      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT21wWWNVTlBXRWg2YkZKRk5YZDNZVnBFTFdGWk4xRRAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOmpYcUNPWEh6bFJFNXd3YVpELWFZN1E%7C%7C?hl=en-US",
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      "source": "google",
      "name": "Annie Nelson",
      "date": "2026-04-01T15:09:03+02:00",
      "rating": 5,
      "review": "Had a great experience, was helped by Gavin, he went out of his way to help us.Thank you so much for the great service.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2tWaFIyWlZiMHhrVUZCemJsSXpTMDFQVlRObk5tYxAB__Annie_Nelson.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2tWaFIyWlZiMHhrVUZCemJsSXpTMDFQVlRObk5tYxAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOkVhR2ZVb0xkUFBzblIzS01PVTNnNmc%7C%7C?hl=en-US",
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    },
    {
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      "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",
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      "source": "google",
      "name": "Lumkile Mateki",
      "date": "2026-03-04T15:57:56+02:00",
      "rating": 5,
      "review": "This is my first time doing business with you and you have shown me great customer service. Keep up the great work.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT21FNVJHSkxTamsxUjFkU1oxRnRWSFl4TFZWME5rRRAB__Lumkile_Mateki.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT21FNVJHSkxTamsxUjFkU1oxRnRWSFl4TFZWME5rRRAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOmE5RGJLSjk1R1dSZ1FtVHYxLVV0NkE%7C%7C?hl=en-US",
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    },
    {
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      "source": "google",
      "name": "Ayanda Nano",
      "date": "2026-02-24T15:12:57+02:00",
      "rating": 5,
      "review": "Katlego s effective problem solving skills shine through when he successfully trains and resolves complex customer concerns.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2paNVRtczJiMUU1Y205V1JHOVpZVVZtWnpFMmJHYxAB__Ayanda_Nano.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2paNVRtczJiMUU1Y205V1JHOVpZVVZtWnpFMmJHYxAB!2m1!1s0x0:0x4a49d45d01f7eb05!3m1!1s2@1:CAIQACodChtycF9oOjZ5Tms2b1E5cm9WRG9ZYUVmZzE2bGc%7C%7C?hl=en-GB",
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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",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT25BelRYUkpUMmRIWTJadWVsOWtVMmwwTkU0MVYyYxAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOnAzTXRJT2dHY2Zuel9kU2l0NE41V2c%7C%7C?hl=en-US",
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    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT21kMlNtaFRXWFoyV1ZCUmEwUlRVR1JVYWtOamRXYxAB",
      "source": "google",
      "name": "Tafara Zvandasara",
      "date": "2026-02-15T16:47:52+02:00",
      "rating": 5,
      "review": "The pricingofAdvanced Machinery and everything else that they sell is fair andtransparent.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT21kMlNtaFRXWFoyV1ZCUmEwUlRVR1JVYWtOamRXYxAB__AM_Customer.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT21kMlNtaFRXWFoyV1ZCUmEwUlRVR1JVYWtOamRXYxAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOmd2SmhTWXZ2WVBRa0RTUGRUakNjdWc%7C%7C?hl=en-US",
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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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      "source": "google",
      "name": "Ntombi Mahlangu",
      "date": "2026-01-22T11:35:27+02:00",
      "rating": 5,
      "review": "Honestly couldn t have asked for the best service, professionalism and all in all performance.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2toR2FHSXpOVEZUU1VGNVFWa3dUVTB3Tlc5bVJtYxAB__AM_Customer.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2toR2FHSXpOVEZUU1VGNVFWa3dUVTB3Tlc5bVJtYxAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOkhGaGIzNTFTSUF5QVkwTU0wNW9mRmc%7C%7C?hl=en-US",
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    },
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      "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",
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    },
    {
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      "source": "google",
      "name": "Bayanda Nkomo",
      "date": "2026-01-18T12:55:41+02:00",
      "rating": 5,
      "review": "Sello did a great job installing my fiber welding machine. His service was top notch.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT21kSU9FdHJUM0JQU25WMWRWaENSVlZoUzJkT1dGRRAB__Bayanda_Nkomo.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT21kSU9FdHJUM0JQU25WMWRWaENSVlZoUzJkT1dGRRAB!2m1!1s0x0:0x4a49d45d01f7eb05!3m1!1s2@1:CAIQACodChtycF9oOmdIOEtrT3BPSnV1dVhCRVVhS2dOWFE%7C%7C?hl=en-GB",
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      "source": "google",
      "name": "James",
      "date": "2026-01-11T14:01:55+02:00",
      "rating": 5,
      "review": "Absolutely brilliant customer service.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2xGdU5GRkhOVlp6TlRkblJubHdURTlVYTJkeGVVRRAB__James.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2xGdU5GRkhOVlp6TlRkblJubHdURTlVYTJkeGVVRRAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOlFuNFFHNVZzNTdnRnlwTE9Ua2dxeUE%7C%7C?hl=en-US",
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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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      "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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