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      "url": null,
      "data_url": null,
      "changes": [
        {
          "code": "PF",
          "category": "Product and capability",
          "description": "UKG added Workforce Operating Platform, Complex Operations Scheduling, Dynamic Workforce Operations, and Global Payroll, expanding beyond core HCM into operational workforce management.",
          "source_url": "https://www.ukg.ca/products/ukg-pro"
        }
      ],
      "movement": {
        "quadrant": "lying_low",
        "novelty": 29,
        "shipping_volume": 25,
        "raw_change_count": 6
      }
    }
  ],
  "quiet_companies": [
    {
      "id": "019eb7ca-e72a-7002-b240-35f4807db150",
      "name": "Goco.io",
      "domain": "goco.io",
      "slug": null,
      "url": null,
      "data_url": null
    },
    {
      "id": "019e9d1b-95aa-7007-b661-fd8f8616f351",
      "name": "Lucca Software",
      "domain": "lucca-software.com",
      "slug": null,
      "url": null,
      "data_url": null
    },
    {
      "id": "019e9d1a-c763-7030-b0ac-5cb07fe1b100",
      "name": "Namely",
      "domain": "namely.com",
      "slug": null,
      "url": null,
      "data_url": null
    },
    {
      "id": "019e9d1a-d817-700d-8435-6e144ba49f50",
      "name": "Paycor",
      "domain": "paycor.com",
      "slug": null,
      "url": null,
      "data_url": null
    }
  ],
  "scoring": {
    "version": "v3-independent-novelty-density",
    "quadrants": {
      "top_left": "Shipping steadily",
      "top_right": "Making moves",
      "bottom_left": "Lying low",
      "bottom_right": "Slow burn"
    },
    "notes": "Scores are deterministic rank-normalized coordinates from quarter-window API changes. Shipping volume measures activity volume, source diversity, signal diversity, and materiality. Novelty is intentionally independent from volume: strategic/newness signal density, launch language, high-novelty signal mix, and materiality are dampened by raw change volume so routine high-volume movers can land in Shipping Steadily and selective strategic launches can land in Slow Burn. LLMs do not choose coordinates. V2 renders points in density-aware, spatially balanced highlight batches capped at 20 companies every three seconds; dense maps split into smaller batches when needed for readability."
  }
}
