{
  "schema": 1,
  "dataset": "client_reviews_subcategory_pack",
  "category": "spares-consumables-materials",
  "subcategory": "3D Printer Spares",
  "subcategory_slug": "3d-printer-spares",
  "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/3d-printer-spares.json",
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      "source": "google",
      "name": "Bayanda Mthembu",
      "date": "2026-08-23T14:05:15+02:00",
      "rating": 5,
      "review": "Your friendly, prompt and very efficient service enabled us to run our business so well and stress free.May you and your company continue delivering such good service.",
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      "source": "google",
      "name": "Yacoob Moola",
      "date": "2026-08-09T09:54:12+02:00",
      "rating": 5,
      "review": "Helpful staff",
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      "title": "",
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    {
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      "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.",
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      "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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    },
    {
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      "source": "google",
      "name": "Motlalepule Mahlangu",
      "date": "2026-04-20T14:42:25+02:00",
      "rating": 5,
      "review": "Not much to say really except for the fact that AM.CO.ZA is totally on point and how business should be done.",
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      "source": "google",
      "name": "Siphesihle Tebane",
      "date": "2026-04-01T14:19:44+02:00",
      "rating": 5,
      "review": "I am writing in response to our service today.Raymond has been to our home before on other calls and has provided us with the best service ever.We are very pleased with him.Can t thank you enough.",
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      "source": "google",
      "name": "Nothile Sanele",
      "date": "2026-03-04T13:34:26+02:00",
      "rating": 5,
      "review": "Thank you so much for the best service and for your highly skilled technicians.Made my purchase and installation a dream come true.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2tOMFgwNTZkbkpoUnpSaGVuVkxibTlQYm5kSFZWRRAB__Nothile_Sanele.jpg",
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    },
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      "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",
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      "source": "google",
      "name": "umbali",
      "date": "2026-03-04T13:30:04+02:00",
      "rating": 5,
      "review": "Hamilton was knowledgeable and easy to work with.Made the process seamless.I m happy.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT25GZmNWOXdRMGhITFhsTVZWaEZkREJ1VDFKZk4xRRAB__umbali.jpg",
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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",
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    {
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      "source": "google",
      "name": "Keabetsoe Zulu",
      "date": "2026-02-18T21:12:11+02:00",
      "rating": 5,
      "review": "I ve engaged many computer techs over the years, and they simply don t compare. Walter is a true professional. He is so excellent.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2xGU1dGbzNWMDVSTUhwcE1HUktSRlZRTVhwalMwRRAB__Keabetsoe_Zulu.jpg",
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      "source": "google",
      "name": "Chantel Uys",
      "date": "2026-02-12T08:09:01+02:00",
      "rating": 5,
      "review": "A big THANK YOU toTarisai   Tapiwa from Am  Awesome service and most important of all very friendly and helpful. Keep up the awesome work guys",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT21kelVWUlNMV0Z1TkdsSVVGVkllVEpHUm5Bd1lsRRAB__Chantel_Uys.jpg",
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      "source": "google",
      "name": "Kagisano Mokhosi",
      "date": "2026-01-18T12:02:40+02:00",
      "rating": 5,
      "review": "Happy to give AM.CO.ZA the highest rating and will continue to buy from them.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2tVM1ltdzJXVmhKTWsxMlFrSmFlRkJWTjIweWFXYxAB__AM_Customer.jpg",
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      "source": "google",
      "name": "Thando Lindo",
      "date": "2026-01-15T18:31:53+02:00",
      "rating": 5,
      "review": "Highly recommend this company",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2pNeFRGRnRVelpJTms4MlMyTlViRXhUY0dkQ1VrRRAB__Thando_Lindo.jpg",
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      "source": "google",
      "name": "Sizwe Karabo",
      "date": "2026-01-11T14:09:20+02:00",
      "rating": 5,
      "review": "Customer satisfaction is the team s main focus  Thank you AM.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT21Ob2NFWjFaakpZVjBZd1kySnNSa1kzTkhkMVptYxAB__AM_Customer.jpg",
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    {
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      "source": "google",
      "name": "Lerato Morare",
      "date": "2026-01-07T13:15:55+02:00",
      "rating": 5,
      "review": "I was delighted how polite, professional and friendly the technician team were. Thank you AM",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2tKQ1VGSXlibXRFU2xKRU5HWkNlVFZYY1hwUFgxRRAB__AM_Customer.jpg",
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      "source": "google",
      "name": "Langelihle Nkosi",
      "date": "2026-01-07T11:00:18+02:00",
      "rating": 5,
      "review": "I wholeheartedly recommend this company for reasonable priced signage machinery",
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      "source": "google",
      "name": "Tumelo Princess",
      "date": "2025-12-24T11:59:01+02:00",
      "rating": 5,
      "review": "I appreciate the manner in which the.. was handled from the initial call to the completion",
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      "name": "Lumka Noruwana",
      "date": "2025-12-23T21:00:03+02:00",
      "rating": 5,
      "review": "I have always purchased from your store and I am very happy with the good service and leading machinery in the sign industry.Your man Walter is a very professional and nice gentleman.He explained everything I asked him about the different vinyl cutters the AM stocks.Thank you so much for taking care of me.",
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      "source": "google",
      "name": "Mpumelelo Lelo",
      "date": "2025-12-23T20:25:32+02:00",
      "rating": 5,
      "review": "It was my first time working with Hamilton and he did an excellent job installing my printer.",
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      "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.",
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      "source": "google",
      "name": "Kabza Mokoena",
      "date": "2025-12-13T22:12:36+02:00",
      "rating": 5,
      "review": "Quick efficient and pleasant.all of your technicians are amazing.",
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      "source": "google",
      "name": "Tebogo Silwanyana",
      "date": "2025-12-04T08:21:04+02:00",
      "rating": 5,
      "review": "Very happy with your excellent service in getting us up and running at our humble abode. I take my hat off to your wonderful team highly recommended.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT21WR1JsOXhWWGxEY25oUWJVUTRRVU5xWTJKdVFtYxAB__Tebogo_Silwanyana.jpg",
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      "source": "google",
      "name": "Tiro Zinhle",
      "date": "2025-12-03T17:13:43+02:00",
      "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.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2t0NGRFcDBUakozVDA5MVJ6UmhNbXhmYmxwd2RGRRAB__Tiro_Zinhle.jpg",
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      "source": "google",
      "name": "Thato Matsoso",
      "date": "2025-12-03T09:46:56+02:00",
      "rating": 5,
      "review": "The training session that I got on the UV DTF printer that I bought from Advanced Machinery was informative. It was a lot of information to fit into 1 day although all very relevant.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2pkalZURmpRWGhoTW1aelYyMWFjM1IwT0hOdlIxRRAB__Thato_Matsoso.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2pkalZURmpRWGhoTW1aelYyMWFjM1IwT0hOdlIxRRAB!2m1!1s0x0:0x4a49d45d01f7eb05!3m1!1s2@1:CAIQACodChtycF9oOjdjVTFjQXhhMmZzV21ac3R0OHNvR1E%7C%7C?hl=en-GB",
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    {
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      "source": "google",
      "name": "Halalisani",
      "date": "2025-12-02T12:53:20+02:00",
      "rating": 5,
      "review": "Thank you for the quick response. I needed my machine asap. Thank you guys. I really appreciate it",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT25aWlEzb3dRbUpMYUVaUGRXVjZXWFZLYUZGUU5sRRAB__Halalisani.jpg",
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    {
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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": "Jason Sithole",
      "date": "2025-11-30T09:56:54+02:00",
      "rating": 5,
      "review": "Best service from AM.CO.ZA especially from Walter.keep up the good work guys",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT21GSVozTjRWWFp5ZFU5Q2FEWlRTMVU0WkV0TWJXYxAB__Jason_Sithole.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT21GSVozTjRWWFp5ZFU5Q2FEWlRTMVU0WkV0TWJXYxAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOmFIZ3N4VXZydU9CaDZTS1U4ZEtMbWc%7C%7C?hl=en-US",
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      "source": "google",
      "name": "Nompumelelo Mohale",
      "date": "2025-11-29T19:42:11+02:00",
      "rating": 5,
      "review": "Awesome customer support  Walter was quick to get an issue resolved",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2xZMU1FaFhNSFZGYW1kTVltc3dWMWxuY0ZabmNVRRAB__Nompumelelo_Mohale.jpg",
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    },
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      "source": "google",
      "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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      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT20xTlduVmFOVEZVUkZOM01WY3hRWGhwVm1veE5WRRAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOm1NWnVaNTFURFN3MVcxQXhpVmoxNVE%7C%7C?hl=en-US",
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      "source": "google",
      "name": "Solomon Masanabo",
      "date": "2025-11-05T18:49:45+02:00",
      "rating": 5,
      "review": "Outstanding service at Advanced Machinery in Germston.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2tRdGMyOUZRVE5rZFhOUWNEQkVkMGszVnkxMloyYxAB__AM_Customer.jpg",
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      "subcategory": "3D Printer Spares",
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    }
  ]
}