{
  "schema": 1,
  "dataset": "client_reviews_subcategory_pack",
  "category": "application-areas",
  "subcategory": "3D Printing",
  "subcategory_slug": "3d-printing",
  "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-printing.json",
  "reviews": [
    {
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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",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2kxMFQxVmlTRUpmZFdwVWFsZHpPRWt0UVd4Uk5YYxAB__floyd_tshekiso.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2kxMFQxVmlTRUpmZFdwVWFsZHpPRWt0UVd4Uk5YYxAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOi10T1ViSEJfdWpUaldzOEktQWxRNXc%7C%7C?hl=en-US",
      "title": "",
      "category": "application-areas",
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      "subcategory_slug": "3d-printing"
    },
    {
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      "source": "google",
      "name": "siya magida",
      "date": "2026-09-05T14:52:43+02:00",
      "rating": 5,
      "review": "Amazing company with amazing products.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2xGRFpEZHpiVlJJTlhkS1lrNTBYMWQxY0dKRWNFRRAB__siya_magida.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2xGRFpEZHpiVlJJTlhkS1lrNTBYMWQxY0dKRWNFRRAB!2m1!1s0x0:0xc979ab34f88a04ca!3m1!1s2@1:CAIQACodChtycF9oOlFDZDdzbVRINXdKYk50X1d1cGJEcEE%7C%7C?hl=en-GB",
      "title": "",
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    },
    {
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      "source": "google",
      "name": "Nonsikelelo Nkosi",
      "date": "2026-08-18T13:09:23+02:00",
      "rating": 5,
      "review": "I need to recurrect my old sign business and upgrade all equipment. Can you assist me with dimensions and prices",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT21Kb01tVTNVak5hYlZaMWJWbE9hbVl5VGs5bVJYYxAB__Nonsikelelo_Nkosi.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT21Kb01tVTNVak5hYlZaMWJWbE9hbVl5VGs5bVJYYxAB!2m1!1s0x0:0xc979ab34f88a04ca!3m1!1s2@1:CAIQACodChtycF9oOmJoMmU3UjNabVZ1bVlOamYyTk9mRXc%7C%7C?hl=en-GB",
      "title": "",
      "category": "application-areas",
      "subcategory": "3D Printing",
      "subcategory_slug": "3d-printing"
    },
    {
      "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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    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT205a09IbElabFl6V1hwRGRWRnhjbFJmV25NMU1tYxAB",
      "source": "google",
      "name": "Thomas Mthethwa",
      "date": "2026-07-26T15:05:24+02:00",
      "rating": 5,
      "review": "We want to thank you so much for your fantastic service . we will definitely be buying from you again.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT205a09IbElabFl6V1hwRGRWRnhjbFJmV25NMU1tYxAB__Thomas_Mthethwa.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT205a09IbElabFl6V1hwRGRWRnhjbFJmV25NMU1tYxAB!2m1!1s0x0:0x4a49d45d01f7eb05!3m1!1s2@1:CAIQACodChtycF9oOm9kOHlIZlYzWXpDdVFxclRfWnM1Mmc%7C%7C?hl=en-GB",
      "title": "",
      "category": "application-areas",
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    },
    {
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      "source": "hellopeter",
      "name": "Siyabonga",
      "date": "2026-07-09T21:39:09+02:00",
      "rating": 5,
      "review": "What impressed me the most was the after-sales service. They assisted me with setup and answered all my questions promptly. It's rare to find a company that genuinely cares about its customers.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/hp_outstanding-after-sales-support-91664ec12cdb1313914cbf9adf0848e3d062b749-6476__Siyabonga.jpg",
      "link": "https://www.hellopeter.com/amcoza/reviews/outstanding-after-sales-support-91664ec12cdb1313914cbf9adf0848e3d062b749-6476479",
      "title": "Outstanding After-Sales Support.",
      "category": "application-areas",
      "subcategory": "3D Printing",
      "subcategory_slug": "3d-printing"
    },
    {
      "id": "excellent-service-and-expert-advice-6475919",
      "source": "hellopeter",
      "name": "Kayla J",
      "date": "2026-07-09T16:02:40+02:00",
      "rating": 5,
      "review": "I bought a large format printer from this company, and the entire experience was amazing. The sales and technical teams were knowledgeable, patient, and helped me choose the perfect machine for my business. Highly recommended!",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/hp_excellent-service-and-expert-advice-6475919__Kayla_J.jpg",
      "link": "https://www.hellopeter.com/amcoza/reviews/excellent-service-and-expert-advice-6475919",
      "title": "Excellent Service and Expert Advice",
      "category": "application-areas",
      "subcategory": "3D Printing",
      "subcategory_slug": "3d-printing"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT2tkbFFUWXROV1JsTjNsRFVFZFZkVUZSVkRCWVozYxAB",
      "source": "google",
      "name": "Londiwe Gumede",
      "date": "2026-05-13T15:40:07+02:00",
      "rating": 5,
      "review": "Thank you for the good service for your guy Thabiso",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2tkbFFUWXROV1JsTjNsRFVFZFZkVUZSVkRCWVozYxAB__Londiwe_Gumede.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2tkbFFUWXROV1JsTjNsRFVFZFZkVUZSVkRCWVozYxAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOkdlQTYtNWRlN3lDUEdVdUFRVDBYZ3c%7C%7C?hl=en-US",
      "title": "",
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    },
    {
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      "source": "google",
      "name": "Jimson Mazhambe",
      "date": "2026-05-09T10:58:42+02:00",
      "rating": 5,
      "review": "thanks to Thabiso for professional help on my vinyl cutter it was not reading computer. Great service keep up the good team A.M I m happy with service",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2tZMlZreHFOMUEzVlZOSWRtMXRXbVp2VDNKMFYxRRAB__Jimson_Mazhambe.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2tZMlZreHFOMUEzVlZOSWRtMXRXbVp2VDNKMFYxRRAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOkY2VkxqN1A3VVNIdm1tWmZvT3J0V1E%7C%7C?hl=en-US",
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    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT2xCaldUZEhiMnBNYVVZMUxXMVNlRFJHTkcxWVExRRAB",
      "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.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2xCaldUZEhiMnBNYVVZMUxXMVNlRFJHTkcxWVExRRAB__Motlalepule_Mahlangu.jpg",
      "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",
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    {
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      "source": "google",
      "name": "Keahile Makhalemele",
      "date": "2026-04-01T14:25:12+02:00",
      "rating": 5,
      "review": "Amazing efficient service from Katlego.It s refreshing to see a hardworking gentleman in these times.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2paa2NXUkJUVkJDTVZZdE5EUTBNbmhtWDFOdlYzYxAB__Keahile_Makhalemele.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2paa2NXUkJUVkJDTVZZdE5EUTBNbmhtWDFOdlYzYxAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOjZkcWRBTVBCMVYtNDQ0MnhmX1NvV3c%7C%7C?hl=en-US",
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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.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2xwSVpWTXlWMkZEZDAxUmQzRlhNMWxZVGtaR1gxRRAB__Siphesihle_Tebane.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2xwSVpWTXlWMkZEZDAxUmQzRlhNMWxZVGtaR1gxRRAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOlpIZVMyV2FDd01Rd3FXM1lYTkZGX1E%7C%7C?hl=en-US",
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      "source": "google",
      "name": "Khayalethu Mtshali",
      "date": "2026-03-03T14:11:13+02:00",
      "rating": 5,
      "review": "Walter is one of your best technicians. He is an  asset to your company and we will buy from your company again based on his great customer service.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2pocU5GWkxibVpZU1RkUVJIVmlXRzlwTkdnNWRIYxAB__Khayalethu_Mtshali.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2pocU5GWkxibVpZU1RkUVJIVmlXRzlwTkdnNWRIYxAB!2m1!1s0x0:0x4a49d45d01f7eb05!3m1!1s2@1:CAIQACodChtycF9oOjhqNFZLbmZYSTdQRHViWG9pNGg5dHc%7C%7C?hl=en-GB",
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      "source": "google",
      "name": "Nyamazane Wilson Malwane",
      "date": "2026-02-24T15:16:29+02:00",
      "rating": 5,
      "review": "Your products and services come highly recommend",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT21OemMzUm5RbWx1TVVWcVpFOVJjbkJTVG01Nk9FRRAB__Nyamazane_Wilson_Malwane.jpg",
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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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      "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",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2s1SGIySXdPVWMzUVZoMUxUaFlkazlFZG1JeVprRRAB__songezo_vava.jpg",
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      "source": "google",
      "name": "Elaine Penderis",
      "date": "2026-02-04T13:21:21+02:00",
      "rating": 5,
      "review": "Bakong was a great help",
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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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      "source": "google",
      "name": "Halalisani",
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      "rating": 5,
      "review": "Thank you for the quick response. I needed my machine asap. Thank you guys. I really appreciate it",
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      "rating": 5,
      "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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}