{
  "schema": 1,
  "dataset": "client_reviews_subcategory_pack",
  "category": "spares-consumables-materials",
  "subcategory": "Cutting Blades",
  "subcategory_slug": "cutting-blades",
  "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/cutting-blades.json",
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      "source": "google",
      "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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      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2pWWGIwUldVMjB5ZW10aFVXdFFiSEZSUTJFeVRGRRAB!2m1!1s0x0:0xc979ab34f88a04ca!3m1!1s2@1:CAIQACodChtycF9oOjVXb0RWU20yemthUWtQbHFRQ2EyTFE%7C%7C?hl=en-GB",
      "title": "",
      "category": "spares-consumables-materials",
      "subcategory": "Cutting Blades",
      "subcategory_slug": "cutting-blades"
    },
    {
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      "source": "google",
      "name": "floyd tshekiso",
      "date": "2026-09-22T13:50:30+02:00",
      "rating": 5,
      "review": "Great place,service just stairs",
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      "title": "",
      "category": "spares-consumables-materials",
      "subcategory": "Cutting Blades",
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    },
    {
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      "source": "google",
      "name": "Thamsanqa Mthingi",
      "date": "2026-09-19T11:47:39+02:00",
      "rating": 5,
      "review": "Great Printing Machines.   Advanced Machinery.",
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      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT21wNFFuQm9aUzB4TTI5bE5UbHZTakZUVVdZMWVHYxAB!2m1!1s0x0:0x4a49d45d01f7eb05!3m1!1s2@1:CAIQACodChtycF9oOmp4QnBoZS0xM29lNTlvSjFTUWY1eGc%7C%7C?hl=en-GB",
      "title": "",
      "category": "spares-consumables-materials",
      "subcategory": "Cutting Blades",
      "subcategory_slug": "cutting-blades"
    },
    {
      "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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      "title": "",
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    },
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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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      "title": "",
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    },
    {
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      "source": "google",
      "name": "Pems Plates",
      "date": "2026-08-13T14:56:09+02:00",
      "rating": 5,
      "review": "THANKS FOR YOUR PATIENCE AND ASSISTANCE THABISO   AM.CO.ZA GREAT JOB",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2xsTFp6VTNjbFU0Y1V3eU9FWkpjSFJ0V1RKclFYYxAB__Pems_Plates.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2xsTFp6VTNjbFU0Y1V3eU9FWkpjSFJ0V1RKclFYYxAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOllLZzU3clU4cUwyOEZJcHRtWTJrQXc%7C%7C?hl=en-US",
      "title": "",
      "category": "spares-consumables-materials",
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    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT21GSll6aG9RV2hLVFV0eFpYSnJNR1JxY0hKYU5uYxAB",
      "source": "google",
      "name": "Ndumiso Nkwanyana",
      "date": "2026-07-26T12:54:22+02:00",
      "rating": 5,
      "review": "I m serving beautiful prints with my very own eco solvent printer from AM.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT21GSll6aG9RV2hLVFV0eFpYSnJNR1JxY0hKYU5uYxAB__Ndumiso_Nkwanyana.jpg",
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      "title": "",
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    },
    {
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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",
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      "title": "",
      "category": "spares-consumables-materials",
      "subcategory": "Cutting Blades",
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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.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT210NlNEZzRUVFZ0YUdSUE5FUTVNSGhqTWxkeE1rRRAB__Gift_Matlala.jpg",
      "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",
      "title": "",
      "category": "spares-consumables-materials",
      "subcategory": "Cutting Blades",
      "subcategory_slug": "cutting-blades"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT20xck4ydGtVM1Y0V2tJd2JERmZlSEJJZVZscmFuYxAB",
      "source": "google",
      "name": "Samkelo Ndlela",
      "date": "2026-04-12T12:32:44+02:00",
      "rating": 5,
      "review": "5 stars  At last a company that does what it says it will do and does it well.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT20xck4ydGtVM1Y0V2tJd2JERmZlSEJJZVZscmFuYxAB__Samkelo_Ndlela.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT20xck4ydGtVM1Y0V2tJd2JERmZlSEJJZVZscmFuYxAB!2m1!1s0x0:0x4a49d45d01f7eb05!3m1!1s2@1:CAIQACodChtycF9oOm1rN2tkU3V4WkIwbDFfeHBIeVlranc%7C%7C?hl=en-GB",
      "title": "",
      "category": "spares-consumables-materials",
      "subcategory": "Cutting Blades",
      "subcategory_slug": "cutting-blades"
    },
    {
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      "source": "google",
      "name": "Samkelo Ndlela",
      "date": "2026-04-12T12:29:39+02:00",
      "rating": 5,
      "review": "Thank you Katlego and your incredible team",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2w5RGJsVnlXVE5EUm10TmF6SXRZbkZvTkdwTk5tYxAB__Samkelo_Ndlela.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2w5RGJsVnlXVE5EUm10TmF6SXRZbkZvTkdwTk5tYxAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOl9DblVyWTNDRmtNazItYnFoNGpNNmc%7C%7C?hl=en-US",
      "title": "",
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    },
    {
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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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      "source": "google",
      "name": "Bonang Kheletsane",
      "date": "2026-02-28T10:44:16+02:00",
      "rating": 5,
      "review": "Walter thorough and accurate response to our inquiry was impressive.He displayed deep understanding of the machinery that sells.This is very impressive.",
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      "title": "",
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    },
    {
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      "source": "google",
      "name": "Ntando Dlamini",
      "date": "2026-02-25T08:50:52+02:00",
      "rating": 5,
      "review": "Katlego from am.co.za has been amazing,with assisting with my vinyl cutter. Super patient, super helpful.",
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      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT25BMldXTTNkMHhIVTJaU2RWWjZURUZqUld4cVkzYxAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOnA2WWM3d0xHU2ZSdVZ6TEFjRWxqY3c%7C%7C?hl=en-US",
      "title": "",
      "category": "spares-consumables-materials",
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      "subcategory_slug": "cutting-blades"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT2xOeVRsSkNNa1ZuU0hnMk1UQjBUSGRHYm5OaFJIYxAB",
      "source": "google",
      "name": "Mlungisi Mazilazila",
      "date": "2026-02-24T14:51:59+02:00",
      "rating": 5,
      "review": "The service quality was truly exceptional, I can t wait to come back.",
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      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2xOeVRsSkNNa1ZuU0hnMk1UQjBUSGRHYm5OaFJIYxAB!2m1!1s0x0:0x4a49d45d01f7eb05!3m1!1s2@1:CAIQACodChtycF9oOlNyTlJCMkVnSHg2MTB0THdGbnNhRHc%7C%7C?hl=en-GB",
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      "source": "google",
      "name": "songezo vava",
      "date": "2026-02-18T11:10:01+02:00",
      "rating": 4,
      "review": "Was assisted by Lethu , did a great job with my large format.  Now I can print",
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    },
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      "source": "google",
      "name": "Angela Amanda Bouwer",
      "date": "2026-01-29T14:51:16+02:00",
      "rating": 5,
      "review": "Vusani you were absolutely fantastic  Thank you for your time, patience and help. Appreciate it",
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      "name": "Tiro Zinhle",
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      "rating": 5,
      "review": "We engaged with this business to buy hand held printers and resell them.All the printers that we bought work very well.You are looking at one happy customer.",
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      "name": "Tshepo david Magubane",
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      "rating": 5,
      "review": "5 out of 5. Keep up the awesome service",
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      "review": "I really appreciate how responsive you all have. My teammates is really happy with the support so far.",
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      "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.",
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}