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        "quadrant": "making_moves",
        "novelty": 56,
        "shipping_volume": 73,
        "raw_change_count": 25
      }
    },
    {
      "id": "019f283c-7bc1-702e-bd5b-977fa3397ca2",
      "name": "Spot",
      "domain": "spot.io",
      "slug": null,
      "url": null,
      "data_url": null,
      "changes": [
        {
          "code": "PP",
          "category": "Pricing and packaging",
          "description": "Spot removed visible homepage pricing or plan details, reducing self-serve pricing clarity for buyers comparing packages.",
          "source_url": "https://spot.io"
        },
        {
          "code": "MP",
          "category": "Messaging and positioning",
          "description": "Repositioned brand from cloud cost optimization to enterprise technology intelligence platform covering AI, SaaS, cloud, software, and hardware.",
          "source_url": "https://spot.io"
        },
        {
          "code": "PF",
          "category": "Product and capability",
          "description": "Replaced Spot products with Flexera One suite: ITAM, Snow Atlas, SaaS Management, container and VM optimization.",
          "source_url": "https://spot.io"
        }
      ],
      "movement": {
        "quadrant": "slow_burn",
        "novelty": 60,
        "shipping_volume": 39,
        "raw_change_count": 8
      }
    },
    {
      "id": "019f283d-5071-701e-bd7c-93b8c2e997c3",
      "name": "Stormforge",
      "domain": "stormforge.io",
      "slug": null,
      "url": null,
      "data_url": null,
      "changes": [
        {
          "code": "IA",
          "category": "Integrations and APIs",
          "description": "Stormforge expanded integration coverage around MCP, clarifying ecosystem fit for buyers evaluating workflow coverage.",
          "source_url": "https://www.stormforge.io"
        },
        {
          "code": "PF",
          "category": "Product and capability",
          "description": "Stormforge added Kubernetes cost allocation based on actual cloud invoices combined with container metrics.",
          "source_url": "https://www.stormforge.io"
        },
        {
          "code": "PF",
          "category": "Product and capability",
          "description": "Stormforge added FinOps Certified Platform certification.",
          "source_url": "https://www.stormforge.io"
        }
      ],
      "movement": {
        "quadrant": "shipping_steadily",
        "novelty": 34,
        "shipping_volume": 53,
        "raw_change_count": 13
      }
    },
    {
      "id": "019f283d-42e9-7013-8176-8c00fd5836d6",
      "name": "Tangoe",
      "domain": "tangoe.com",
      "slug": null,
      "url": null,
      "data_url": null,
      "changes": [
        {
          "code": "PP",
          "category": "Pricing and packaging",
          "description": "Tangoe changed bottom lead generation CTA from 'Request a demo' to 'Request Your Advisory Consultation' and updated form fields.",
          "source_url": "https://www.tangoe.com/technology-consulting/"
        },
        {
          "code": "PF",
          "category": "Product and capability",
          "description": "BYOD table specifies features for Fully Managed, Corporate Managed with Stipend, and Corporate Managed without Stipend models.",
          "source_url": "https://www.tangoe.com/managed-mobility-services/byod/"
        },
        {
          "code": "PF",
          "category": "Product and capability",
          "description": "Removed feature indicators from Stipends & Reimbursements BYOD model comparison table.",
          "source_url": "https://www.tangoe.com/managed-mobility-services/byod/"
        }
      ],
      "movement": {
        "quadrant": "lying_low",
        "novelty": 16,
        "shipping_volume": 19,
        "raw_change_count": 4
      }
    },
    {
      "id": "019f283b-a95d-7025-b1c0-49e58ad8a7fc",
      "name": "Ternary",
      "domain": "ternary.app",
      "slug": null,
      "url": null,
      "data_url": null,
      "changes": [
        {
          "code": "PF",
          "category": "Product and capability",
          "description": "Platform expanded from multi-cloud FinOps to full-estate technology ledger for AI, SaaS, cloud, and on-premise, adding ERP integrations (SAP, Oracle, Workday) and token-level AI.",
          "source_url": "https://ternary.app"
        },
        {
          "code": "MP",
          "category": "Messaging and positioning",
          "description": "Use cases introduction reframes Cloud, SaaS, and AI from three governance gaps into one shared system problem.",
          "source_url": "https://ternary.app"
        }
      ],
      "movement": {
        "quadrant": "slow_burn",
        "novelty": 51,
        "shipping_volume": 27,
        "raw_change_count": 4
      }
    },
    {
      "id": "019f283c-8b8d-702b-9d11-d6ba3cdaf664",
      "name": "Turbonomic By Ibm",
      "domain": "ibm.com",
      "slug": null,
      "url": null,
      "data_url": null,
      "changes": [
        {
          "code": "PP",
          "category": "Pricing and packaging",
          "description": "Added IBM Cloud Free Tier: free account with 40+ always-free products and USD 200 credit.",
          "source_url": "https://www.ibm.com/products"
        },
        {
          "code": "PF",
          "category": "Product and capability",
          "description": "Added Parking Edition tier and Workload Parking to automatically stop and start idle cloud workloads across AWS, Azure, and GCP.",
          "source_url": "https://www.ibm.com/products/turbonomic/pricing"
        },
        {
          "code": "PP",
          "category": "Pricing and packaging",
          "description": "Enterprise plan no longer requires $1.6M annual cloud spend or 50 MVS; renamed to SaaS without limits.",
          "source_url": "https://www.ibm.com/products/turbonomic/pricing"
        }
      ],
      "movement": {
        "quadrant": "making_moves",
        "novelty": 67,
        "shipping_volume": 56,
        "raw_change_count": 12
      }
    },
    {
      "id": "019f283b-717e-7033-97ad-afb774700928",
      "name": "Umbrella",
      "domain": "anodot.com",
      "slug": null,
      "url": null,
      "data_url": null,
      "changes": [
        {
          "code": "PF",
          "category": "Product and capability",
          "description": "Removed CostGPT AI FinOps chatbot section from the product page.",
          "source_url": "https://www.anodot.com/cloud-cost-management"
        },
        {
          "code": "PF",
          "category": "Product and capability",
          "description": "Completed corporate rebrand from Anodot to Umbrella, including domain migration to umbrellacost.com and new Umbrella LTD copyright.",
          "source_url": "https://www.anodot.com/cloud-cost-management"
        },
        {
          "code": "MP",
          "category": "Messaging and positioning",
          "description": "Value-proposition pivot from a feature-based solution architecture to a persona-based architecture (MSPs, Enterprise, and Distributors).",
          "source_url": "https://www.anodot.com/cloud-cost-management"
        }
      ],
      "movement": {
        "quadrant": "lying_low",
        "novelty": 34,
        "shipping_volume": 44,
        "raw_change_count": 9
      }
    },
    {
      "id": "019f283c-9cdc-700b-88e3-d474e936690c",
      "name": "Vantage",
      "domain": "vantage.sh",
      "slug": null,
      "url": null,
      "data_url": null,
      "changes": [
        {
          "code": "PP",
          "category": "Pricing and packaging",
          "description": "Vantage Increased supported providers from 20+ to 30+ in marketing copy and Starter plan.",
          "source_url": "https://www.vantage.sh/pricing"
        },
        {
          "code": "PF",
          "category": "Product and capability",
          "description": "Vantage added Data Exports capability.",
          "source_url": "https://www.vantage.sh"
        },
        {
          "code": "PF",
          "category": "Product and capability",
          "description": "Vantage Cost report forecasting adds Scenario Models to adjust projections for committed-use discounts, credits, and migrations.",
          "source_url": "https://www.vantage.sh/features/cost-reports"
        }
      ],
      "movement": {
        "quadrant": "making_moves",
        "novelty": 70,
        "shipping_volume": 70,
        "raw_change_count": 25
      }
    },
    {
      "id": "019f283c-bf81-701e-b32a-ae9cc5107a33",
      "name": "Zesty",
      "domain": "zesty.co",
      "slug": null,
      "url": null,
      "data_url": null,
      "changes": [
        {
          "code": "PF",
          "category": "Product and capability",
          "description": "Removed Pod Rightsizing, Headroom Reduction, Spot Protection, Commitment Manager, and Insights; added Multi-dimensional autoscaling, Adaptive pod placement, Compute cost.",
          "source_url": "https://zesty.co"
        },
        {
          "code": "PF",
          "category": "Product and capability",
          "description": "Added AWS Services section listing EC2, Keyspaces, Neptune, Timestream, RDS/Aurora, ElastiCache, DMS, OpenSearch, DynamoDB, and DocumentDB.",
          "source_url": "https://zesty.co/platform/aws-commitment-optimization"
        },
        {
          "code": "MP",
          "category": "Messaging and positioning",
          "description": "Homepage hero shifts emphasis from unified platform automation to autonomous Kubernetes cost optimization.",
          "source_url": "https://zesty.co"
        }
      ],
      "movement": {
        "quadrant": "shipping_steadily",
        "novelty": 21,
        "shipping_volume": 59,
        "raw_change_count": 15
      }
    }
  ],
  "quiet_companies": [
    {
      "id": "019f283b-be0c-7021-b791-f5d6f499ae16",
      "name": "Cloudhealthtech",
      "domain": "cloudhealthtech.com",
      "slug": null,
      "url": null,
      "data_url": null
    },
    {
      "id": "019f283c-026b-701d-a0c9-846a5aa27404",
      "name": "Economize",
      "domain": "economize.cloud",
      "slug": null,
      "url": null,
      "data_url": null
    },
    {
      "id": "019f283d-3391-7024-9d0f-6f650f1768ce",
      "name": "Morpheusdata",
      "domain": "morpheusdata.com",
      "slug": null,
      "url": null,
      "data_url": null
    },
    {
      "id": "019f283c-aa40-7017-93c7-019f47353943",
      "name": "Yotascale",
      "domain": "yotascale.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."
  }
}
