{
  "schema": 1,
  "dataset": "client_reviews_subcategory_pack",
  "category": "spares-consumables-materials",
  "subcategory": "Cutter Spares",
  "subcategory_slug": "cutter-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/cutter-spares.json",
  "reviews": [
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT2pWWGIwUldVMjB5ZW10aFVXdFFiSEZSUTJFeVRGRRAB",
      "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",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2pWWGIwUldVMjB5ZW10aFVXdFFiSEZSUTJFeVRGRRAB__Nkosana_Khoza.jpg",
      "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": "Cutter Spares",
      "subcategory_slug": "cutter-spares"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT25KVFFVTnhTbGM0Y1ROcFZ6RldiM0pQTlhGNk9HYxAB",
      "source": "google",
      "name": "Nobantu Nkwatheni",
      "date": "2026-07-27T16:58:07+02:00",
      "rating": 5,
      "review": "Advanced Machinery has consistently provided strong support, and their equipment strongly align with our operational requirements.",
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      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT25KVFFVTnhTbGM0Y1ROcFZ6RldiM0pQTlhGNk9HYxAB!2m1!1s0x0:0x4a49d45d01f7eb05!3m1!1s2@1:CAIQACodChtycF9oOnJTQUNxSlc4cTNpVzFWb3JPNXF6OGc%7C%7C?hl=en-GB",
      "title": "",
      "category": "spares-consumables-materials",
      "subcategory": "Cutter Spares",
      "subcategory_slug": "cutter-spares"
    },
    {
      "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",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT20wMWFUbEdSVFZKWTBOalN6aFdVVjl2ZFVkS01FRRAB__Locadia_Kimbini.jpg",
      "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",
      "title": "",
      "category": "spares-consumables-materials",
      "subcategory": "Cutter Spares",
      "subcategory_slug": "cutter-spares"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT2paYVlWbFFNRGhaTkdoTlVYbEhkMUZITm1oMmNIYxAB",
      "source": "google",
      "name": "Neo Khunyeli",
      "date": "2026-05-21T12:57:18+02:00",
      "rating": 5,
      "review": "I was assisted by a knownledgable technician by the name of Thabiso, he was able to resolve my printer promptly.. Now I am happy",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2paYVlWbFFNRGhaTkdoTlVYbEhkMUZITm1oMmNIYxAB__Neo_Khunyeli.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2paYVlWbFFNRGhaTkdoTlVYbEhkMUZITm1oMmNIYxAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOjZaYVlQMDhZNGhNUXlHd1FHNmh2cHc%7C%7C?hl=en-US",
      "title": "",
      "category": "spares-consumables-materials",
      "subcategory": "Cutter Spares",
      "subcategory_slug": "cutter-spares"
    },
    {
      "id": "awsome-service-and-great-support-6349237",
      "source": "hellopeter",
      "name": "Peter",
      "date": "2026-04-29T10:50:32+02:00",
      "rating": 5,
      "review": "Hi all i would just luke to tell you guys about my hero kutullo i had problems after i changed to a new pc this guy is like a geni im telling you he knows how to deal with bad customers i should know i am one of them \nHe is so cool and calm the oppist of me \nBut he always manage to assist us . Evene when i lost my **** he is still prepaired to assist \nHe always helps and trust me that is alot from us \nI think he needs a pay bump and a bonus he is just amazing \nI hope this gets to his boss april \nYou rock my man thank you for all yoyr help",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/hp_awsome-service-and-great-support-6349237__Peter.jpg",
      "link": "https://www.hellopeter.com/amcoza/reviews/awsome-service-and-great-support-6349237",
      "title": "Awsome service and great support",
      "category": "spares-consumables-materials",
      "subcategory": "Cutter Spares",
      "subcategory_slug": "cutter-spares"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT2w5WmJTMVVWbHBEYlV4TGEzQnBVM2N5U201Nk1HYxAB",
      "source": "google",
      "name": "SFISO SOLONTYI",
      "date": "2026-04-12T10:32:14+02:00",
      "rating": 5,
      "review": "Outstanding service from this very helpful company. Walter installed my vinyl cutter to perfection. Highly recommended.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2w5WmJTMVVWbHBEYlV4TGEzQnBVM2N5U201Nk1HYxAB__SFISO_SOLONTYI.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2w5WmJTMVVWbHBEYlV4TGEzQnBVM2N5U201Nk1HYxAB!2m1!1s0x0:0x4a49d45d01f7eb05!3m1!1s2@1:CAIQACodChtycF9oOl9ZbS1UVlpDbUxLa3BpU3cySm56MGc%7C%7C?hl=en-GB",
      "title": "",
      "category": "spares-consumables-materials",
      "subcategory": "Cutter Spares",
      "subcategory_slug": "cutter-spares"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT2tWaFIyWlZiMHhrVUZCemJsSXpTMDFQVlRObk5tYxAB",
      "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",
      "title": "",
      "category": "spares-consumables-materials",
      "subcategory": "Cutter Spares",
      "subcategory_slug": "cutter-spares"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT2paa2NXUkJUVkJDTVZZdE5EUTBNbmhtWDFOdlYzYxAB",
      "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",
      "title": "",
      "category": "spares-consumables-materials",
      "subcategory": "Cutter Spares",
      "subcategory_slug": "cutter-spares"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT2tGR2JHRmxaVmxDYTJsNGJtaFJTRlpDV1dkUFRWRRAB",
      "source": "google",
      "name": "Mbali Mathenjwa",
      "date": "2026-03-11T14:26:32+02:00",
      "rating": 5,
      "review": "I was assisted by Pearl and she made sure that I understood everything thing, she knew what she was doing and have able to answer any question. Had good experience with her.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2tGR2JHRmxaVmxDYTJsNGJtaFJTRlpDV1dkUFRWRRAB__Mbali_Mathenjwa.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2tGR2JHRmxaVmxDYTJsNGJtaFJTRlpDV1dkUFRWRRAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOkFGbGFlZVlCa2l4bmhRSFZCWWdPTVE%7C%7C?hl=en-US",
      "title": "",
      "category": "spares-consumables-materials",
      "subcategory": "Cutter Spares",
      "subcategory_slug": "cutter-spares"
    },
    {
      "id": "katleho-best-it-to-assist-you-6253282",
      "source": "hellopeter",
      "name": "Chantel H",
      "date": "2026-03-06T12:20:52+02:00",
      "rating": 5,
      "review": "Don't know about the rest of the team but Im very happy with KATLEHO!!!\nHe even helps after hours and wont stop till the problem is fixed.\n\nWell done to you now my Machine is running 10 stars for you * * * * * * * * * *",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/hp_katleho-best-it-to-assist-you-6253282__Chantel_H.jpg",
      "link": "https://www.hellopeter.com/amcoza/reviews/katleho-best-it-to-assist-you-6253282",
      "title": "Katleho best IT to assist you",
      "category": "spares-consumables-materials",
      "subcategory": "Cutter Spares",
      "subcategory_slug": "cutter-spares"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT2pKNWJsVm5Xbk5JVVdwNGJrTkRiblZ4WkVOdWVYYxAB",
      "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",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2pKNWJsVm5Xbk5JVVdwNGJrTkRiblZ4WkVOdWVYYxAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOjJ5blVnWnNIUWp4bkNDbnVxZENueXc%7C%7C?hl=en-US",
      "title": "",
      "category": "spares-consumables-materials",
      "subcategory": "Cutter Spares",
      "subcategory_slug": "cutter-spares"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT2t0cmNscHplUzFUZW5KNWJHeElUMVpGYUZBNFkzYxAB",
      "source": "google",
      "name": "Sbusiso Mnguni",
      "date": "2026-03-03T14:18:21+02:00",
      "rating": 5,
      "review": "Katlego was very helpful in sorting out an issue that I had with my CNC Router. He was so quick and such a pleasure to work with. Thank you.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2t0cmNscHplUzFUZW5KNWJHeElUMVpGYUZBNFkzYxAB__Sbusiso_Mnguni.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2t0cmNscHplUzFUZW5KNWJHeElUMVpGYUZBNFkzYxAB!2m1!1s0x0:0x4a49d45d01f7eb05!3m1!1s2@1:CAIQACodChtycF9oOktrclpzeS1TenJ5bGxIT1ZFaFA4Y3c%7C%7C?hl=en-GB",
      "title": "",
      "category": "spares-consumables-materials",
      "subcategory": "Cutter Spares",
      "subcategory_slug": "cutter-spares"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT21OemMzUm5RbWx1TVVWcVpFOVJjbkJTVG01Nk9FRRAB",
      "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",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT21OemMzUm5RbWx1TVVWcVpFOVJjbkJTVG01Nk9FRRAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOmNzc3RnQmluMUVqZE9RcnBSTm56OEE%7C%7C?hl=en-US",
      "title": "",
      "category": "spares-consumables-materials",
      "subcategory": "Cutter Spares",
      "subcategory_slug": "cutter-spares"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT2xWUGJ6VkZRa05LU0hWMWMzZGZPVFpyTm5GT1IxRRAB",
      "source": "google",
      "name": "Wayne Urquhart",
      "date": "2026-02-10T18:21:08+02:00",
      "rating": 5,
      "review": "Thanks for the help",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2xWUGJ6VkZRa05LU0hWMWMzZGZPVFpyTm5GT1IxRRAB__Wayne_Urquhart.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2xWUGJ6VkZRa05LU0hWMWMzZGZPVFpyTm5GT1IxRRAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOlVPbzVFQkNKSHV1c3dfOTZrNnFOR1E%7C%7C?hl=en-US",
      "title": "",
      "category": "spares-consumables-materials",
      "subcategory": "Cutter Spares",
      "subcategory_slug": "cutter-spares"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT2tWRlYxZGxOWGR0V21walkweFBaUzFMZWxVM1JrRRAB",
      "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",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2tWRlYxZGxOWGR0V21walkweFBaUzFMZWxVM1JrRRAB__Angela_Amanda_Bouwer.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2tWRlYxZGxOWGR0V21walkweFBaUzFMZWxVM1JrRRAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOkVFV1dlNXdtWmpjY0xPZS1LelU3RkE%7C%7C?hl=en-US",
      "title": "",
      "category": "spares-consumables-materials",
      "subcategory": "Cutter Spares",
      "subcategory_slug": "cutter-spares"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT21GU1dVNUtObEpNUTFoRWVtaEVUakY1ZVVkRmRFRRAB",
      "source": "google",
      "name": "Sizwe Karabo",
      "date": "2026-01-11T14:11:01+02:00",
      "rating": 5,
      "review": "Thank you for your good service and your great products.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT21GU1dVNUtObEpNUTFoRWVtaEVUakY1ZVVkRmRFRRAB__Sizwe_Karabo.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT21GU1dVNUtObEpNUTFoRWVtaEVUakY1ZVVkRmRFRRAB!2m1!1s0x0:0x4a49d45d01f7eb05!3m1!1s2@1:CAIQACodChtycF9oOmFSWU5KNlJMQ1hEemhETjF5eUdFdEE%7C%7C?hl=en-GB",
      "title": "",
      "category": "spares-consumables-materials",
      "subcategory": "Cutter Spares",
      "subcategory_slug": "cutter-spares"
    },
    {
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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",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2tKQ1VGSXlibXRFU2xKRU5HWkNlVFZYY1hwUFgxRRAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOkJCUFIybmtESlJENGZCeTVXcXpPX1E%7C%7C?hl=en-US",
      "title": "",
      "category": "spares-consumables-materials",
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    },
    {
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      "source": "google",
      "name": "jabu mbangula",
      "date": "2025-12-29T12:04:46+02:00",
      "rating": 5,
      "review": "A huge thank you for the great job your team did on the installation of router.",
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      "name": "Jan Geldenhuys",
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      "rating": 5,
      "review": "Thank you  Sello for the great service and willingness to assist.",
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      "name": "Tyma Yaga Mogomotsi",
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      "name": "Nomsa Nene",
      "date": "2025-12-02T12:33:56+02:00",
      "rating": 5,
      "review": "I am very happy about the CNC Router that you sold to me and for the technician that you assigned to me. Walter s expertise displays years worth of practice.",
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      "source": "google",
      "name": "Nosipho Maranjana",
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      "rating": 5,
      "review": "For the price that I paid for my ink and UV DTF printer,I excepted the bare minimum but to my surprise the quality is exceptional and the service and support is very fast. No regrets at all.",
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      "name": "Karabo Mvubu",
      "date": "2025-11-25T13:31:22+02:00",
      "rating": 5,
      "review": "Positive experience with this company from start to finish. Thank you Guys",
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      "name": "Monwabisi Elijah",
      "date": "2025-11-24T10:39:38+02:00",
      "rating": 5,
      "review": "After trying several other signage companies, I finally found the perfect fit with this one.",
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      "name": "Lesego Ofentse",
      "date": "2025-11-03T18:16:30+02:00",
      "rating": 5,
      "review": "Ashley from Advanced machinery gave great, friendly and professional service. I highly recommend Their team is reliable and always ready to help. I ll be sure to use their services again in the future.",
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}