{
  "schema": 1,
  "dataset": "client_reviews_subcategory_pack",
  "category": "machine-categories",
  "subcategory": "Pellet 3D Printers",
  "subcategory_slug": "pellet-3d-printers",
  "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/pellet-3d-printers.json",
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      "source": "google",
      "name": "kellyprice himself",
      "date": "2026-09-07T21:44:02+02:00",
      "rating": 5,
      "review": "AM.CO.ZA are absolute professionals  I purchased a machine from them and was extremely impressed with the excellent customer service from start to finish. The staff were knowledgeable, helpful and always available to assist with any questions I had. I bought the machine and had Jeffrey set it up for me so well, and he made sure I understood how everything worked. This company s after sales support is outstanding and made the entire buying experience smooth and stress free. I m very happy with my purchase and will definitely be doing business with them again",
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      "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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    },
    {
      "id": "best-investment-for-my-printing-business-dfd8a1f952cd9d033af50b358b4fc55f0f6681e0-6480833",
      "source": "hellopeter",
      "name": "Azwinndini K",
      "date": "2026-07-13T11:32:59+02:00",
      "rating": 5,
      "review": "The heat press and printer combination we purchased has been a game changer. The print quality is incredible, and the equipment is easy to use.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/hp_best-investment-for-my-printing-business-dfd8a1f952cd9d033af50b358b4fc55f0f66__Azwinndini_K.jpg",
      "link": "https://www.hellopeter.com/amcoza/reviews/best-investment-for-my-printing-business-dfd8a1f952cd9d033af50b358b4fc55f0f6681e0-6480833",
      "title": "Best investment for my printing Business",
      "category": "machine-categories",
      "subcategory": "Pellet 3D Printers",
      "subcategory_slug": "pellet-3d-printers"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT20wMWFUbEdSVFZKWTBOalN6aFdVVjl2ZFVkS01FRRAB",
      "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",
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      "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",
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      "source": "google",
      "name": "Erfan Ahmed",
      "date": "2026-07-08T11:19:29+02:00",
      "rating": 5,
      "review": "Amazing service. Showroom for their product is fantastic",
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      "source": "google",
      "name": "Keahile Makhalemele",
      "date": "2026-04-01T14:27:22+02:00",
      "rating": 5,
      "review": "Lethu assisted me over the phone to identify a possible issue.I am so happy and grateful for the best professional troubleshooting.",
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      "source": "google",
      "name": "Siphiwe Nkosi",
      "date": "2026-03-04T19:26:30+02:00",
      "rating": 5,
      "review": "Highly recommend.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2pKNWJsVm5Xbk5JVVdwNGJrTkRiblZ4WkVOdWVYYxAB__AM_Customer.jpg",
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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.",
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      "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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      "source": "google",
      "name": "Amukelani Hlongo",
      "date": "2026-01-19T10:49:28+02:00",
      "rating": 4,
      "review": "The experience was good, GOODHOPE SHONDLANI was patient with me and helped me with my concern",
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    {
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      "source": "google",
      "name": "Bayanda Nkomo",
      "date": "2026-01-18T12:56:21+02:00",
      "rating": 5,
      "review": "Great service and great company",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2xsV2VIWnlXblJPUjJ0RFFraHVZMjgyZUhCUWJuYxAB__AM_Customer.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2xsV2VIWnlXblJPUjJ0RFFraHVZMjgyZUhCUWJuYxAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOllWeHZyWnROR2tDQkhuY282eHBQbnc%7C%7C?hl=en-US",
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      "id": "Ci9DQUlRQUNvZENodHljRjlvT2pJeFVtZzJTMk5GTlhwYWVuWlBjbkJuV0Y5cmQyYxAB",
      "source": "google",
      "name": "Kagisano Mokhosi",
      "date": "2026-01-18T12:03:31+02:00",
      "rating": 5,
      "review": "Highly praised for quality ink.They do indeed keep and sell the best tha delivers excellent print quality.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2pJeFVtZzJTMk5GTlhwYWVuWlBjbkJuV0Y5cmQyYxAB__Kagisano_Mokhosi.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2pJeFVtZzJTMk5GTlhwYWVuWlBjbkJuV0Y5cmQyYxAB!2m1!1s0x0:0x4a49d45d01f7eb05!3m1!1s2@1:CAIQACodChtycF9oOjIxUmg2S2NFNXpaenZPcnBnWF9rd2c%7C%7C?hl=en-GB",
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      "source": "google",
      "name": "gift Banele",
      "date": "2026-01-11T15:32:01+02:00",
      "rating": 5,
      "review": "They stock good quality ink at a great price.",
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      "name": "Owami Mthethwa",
      "date": "2026-01-09T15:21:38+02:00",
      "rating": 5,
      "review": "Very happy with the service we received from AM.CO.ZA. Will definitely use them again.",
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      "name": "Langelihle Nkosi",
      "date": "2026-01-07T11:06:16+02:00",
      "rating": 5,
      "review": "I had repairs done on CNC router by Walter. He did such a clean job.My machine is in good working order again.",
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      "name": "Zintle Mqoco",
      "date": "2025-12-28T22:23:33+02:00",
      "rating": 5,
      "review": "Talented team of technicians",
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      "date": "2025-12-27T22:23:14+02:00",
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      "name": "Siphokazi Kgomo",
      "date": "2025-12-24T21:13:09+02:00",
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      "name": "Mitchell Tshifhiwa",
      "date": "2025-12-14T17:55:48+02:00",
      "rating": 5,
      "review": "This is my 6th purchase from Am,and I still get the same great service every time.",
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      "name": "Nomini Seyama",
      "date": "2025-12-14T00:49:46+02:00",
      "rating": 5,
      "review": "5 star Rated   Advanced Machinery.",
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      "source": "google",
      "name": "Snazo",
      "date": "2025-12-13T11:49:21+02:00",
      "rating": 5,
      "review": "Affordable price.",
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      "source": "google",
      "name": "Zandile Mtshayisa",
      "date": "2025-12-04T11:34:43+02:00",
      "rating": 5,
      "review": "I m satisfied with the service provided by Raymond After getting training on how to use software he showed me the way around the vinyl cutter. You have a very customer.",
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      "name": "Naledi Mosheledi",
      "date": "2025-12-03T20:43:22+02:00",
      "rating": 5,
      "review": "Got myself a printer and ink from Advanced Machinery. I am blown away by the quality considering the amount that I paid. Highly recommend them.",
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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",
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      "source": "google",
      "name": "Majuba Makatini",
      "date": "2025-11-29T19:37:41+02:00",
      "rating": 5,
      "review": "What a lifesaver Raymond is  He is always ready and available to assist.",
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      "source": "google",
      "name": "Nosipho Maranjana",
      "date": "2025-11-29T13:14:19+02:00",
      "rating": 5,
      "review": "One thing you will definitely encounter by the time you get there.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2sxNE0yeEZVRVEzVWpOeFRrOUNZa2hpZGtWQ1NGRRAB__AM_Customer.jpg",
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      "source": "google",
      "name": "nobuhle mahlangu",
      "date": "2025-11-28T10:13:30+02:00",
      "rating": 5,
      "review": "Walter thank you for a great job done on my printer. He also went the extra mile of checking out fixing things on my machine. I can t thank him enough.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2xWSmIxUXhVMk5wWkVSTFVqYzBXaTExT1VsemRuYxAB__AM_Customer.jpg",
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      "source": "google",
      "name": "Tebogo Tete",
      "date": "2025-11-28T09:35:23+02:00",
      "rating": 5,
      "review": "Thank you for your friendly and helpful team members, your honest business practice and your willingness to go the extra mile.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT25aVlpIcEZNbkJ6WkZsQ01EWllVWFZKT0VNM2VYYxAB__AM_Customer.jpg",
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      "source": "google",
      "name": "Babalwa Mavume",
      "date": "2025-11-25T10:24:13+02:00",
      "rating": 5,
      "review": "Your team is the best.im so glad to be an AM customer.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT21GM2FscEpkV0pMWm5sRlVEVXpXalJGVURCalpFRRAB__Babalwa_Mavume.jpg",
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      "source": "google",
      "name": "Solomon Masanabo",
      "date": "2025-11-05T18:51:43+02:00",
      "rating": 5,
      "review": "Working with Walter has been incredible from equipment choice to installation, he did a great job.",
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  ]
}