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  "category": "spares-consumables-materials",
  "subcategory": "CNC Router Bits",
  "subcategory_slug": "cnc-router-bits",
  "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).",
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      "review": "We bought a large format printer from Advanced Machinery and have been very happy with it.The print quality is excellent,especially for our banners and signage.It has made our production much easier because we no longer have to outsource every large job.",
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      "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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      "name": "C.J. Du Plooy",
      "date": "2026-05-15T20:52:19+02:00",
      "rating": 5,
      "review": "Quick and excellent service",
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    },
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      "name": "OMOHAU M",
      "date": "2026-04-23T11:42:56+02:00",
      "rating": 5,
      "review": "Kutullo provided excellent support. He was always available to answer my calls whenever I needed assistance, no matter the time. His reliability and willingness to help made the whole experience smooth and stress-free. I highly recommend him for his professionalism and dedication.",
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      "link": "https://www.hellopeter.com/amcoza/reviews/outstanding-support-from-kutullo-6340898",
      "title": "Outstanding Support from Kutullo",
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    },
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      "source": "google",
      "name": "A Google User",
      "date": "2026-04-16T14:18:29+02:00",
      "rating": 5,
      "review": "Thank you Lesedi for the service",
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      "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.",
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      "name": "Nqobile Rasegwete",
      "date": "2026-03-02T18:40:18+02:00",
      "rating": 5,
      "review": "You guys come highly recommended",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT25wNlduZElXbEZzUzJoUE0xZE1Ta1pNWlVKQlJIYxAB__Nqobile_Rasegwete.jpg",
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      "name": "Lydia Nhoni",
      "date": "2026-02-28T15:54:15+02:00",
      "rating": 5,
      "review": "It seems rather impossible to put into words the excellent service that I received from Walter. Diligence, dedication and pure excellence.",
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      "source": "google",
      "name": "graded Cure",
      "date": "2026-02-18T21:22:02+02:00",
      "rating": 5,
      "review": "Punctual. Smart. Honest pretty much sums up who Walter is. He knows his way around machines. I highly recommend him.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2pOZloxWkRVM1ZHTTA5V2NEZDBOalJXY3kwMlZGRRAB__graded_Cure.jpg",
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      "name": "Bandile Mbonani",
      "date": "2026-02-16T17:53:54+02:00",
      "rating": 5,
      "review": "Always great  I absolutely love Advanced Machinery. They are simply they are simply the best best   Their machines are fairly priced and function very well.",
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      "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",
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      "name": "Nhlanhla Mahlangu",
      "date": "2026-01-28T16:39:50+02:00",
      "rating": 5,
      "review": "Great doing business with you.",
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      "name": "oupag trading",
      "date": "2026-01-28T14:11:32+02:00",
      "rating": 5,
      "review": "Had a fantastic training today by Sello, Bokang and Sfiso.",
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      "name": "Kamogelo Komane",
      "date": "2026-01-28T12:13:42+02:00",
      "rating": 5,
      "review": "Sello was patient,clear and didn t rush me, even though I asked him a lot of questions about the machine that I want to buy.",
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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.",
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      "name": "Thembi Dube",
      "date": "2026-01-08T18:00:04+02:00",
      "rating": 5,
      "review": "The installation of my printer was so quick.We were up and running within half a day.Walter was very professional and well mannered.",
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      "name": "Avela Qwelani",
      "date": "2026-01-06T16:57:51+02:00",
      "rating": 5,
      "review": "Just go the when you think you know what you want because they mean business",
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      "name": "Sgqe Bongza",
      "date": "2025-12-21T15:19:30+02:00",
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      "review": "Positive experience with this company from start to finish. Thank you Guys",
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}