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        "raw_change_count": 12
      }
    },
    {
      "id": "019eae00-3c93-7014-8681-6869b1195c03",
      "name": "TCP Software",
      "domain": "tcpsoftware.com",
      "slug": null,
      "url": null,
      "data_url": null,
      "changes": [
        {
          "code": "PP",
          "category": "Pricing and packaging",
          "description": "TCP Software Demo request form added Country dropdown with international options.",
          "source_url": "https://tcpsoftware.com/products/integrations/"
        }
      ],
      "movement": {
        "quadrant": "lying_low",
        "novelty": 40,
        "shipping_volume": 31,
        "raw_change_count": 4
      }
    },
    {
      "id": "019e9a83-3b20-7019-9a21-24b709a2ac23",
      "name": "Time Doctor",
      "domain": "timedoctor.com",
      "slug": null,
      "url": null,
      "data_url": null,
      "changes": [
        {
          "code": "PP",
          "category": "Pricing and packaging",
          "description": "Time Doctor added cost estimate of $5–$25 per user per month.",
          "source_url": "https://timedoctor.com/features/employee-monitoring"
        },
        {
          "code": "SC",
          "category": "Security, compliance and access",
          "description": "Added enterprise security controls and trust links including role-based permissions, custom roles, two-factor authentication, SOC2, and ISO 27001 certification.",
          "source_url": "https://timedoctor.com"
        },
        {
          "code": "SC",
          "category": "Security, compliance and access",
          "description": "Time Doctor expanded compliance coverage for Colorado, Virginia, and Texas privacy regulations.",
          "source_url": "https://timedoctor.com/features/employee-monitoring"
        }
      ],
      "movement": {
        "quadrant": "making_moves",
        "novelty": 72,
        "shipping_volume": 77,
        "raw_change_count": 33
      }
    },
    {
      "id": "019e9a83-4a1e-7014-a31b-996464709650",
      "name": "TimeCamp",
      "domain": "timecamp.com",
      "slug": null,
      "url": null,
      "data_url": null,
      "changes": [
        {
          "code": "IA",
          "category": "Integrations and APIs",
          "description": "TimeCamp added Attendance Calendar integrations, clarifying ecosystem fit for buyers evaluating workflow coverage.",
          "source_url": "https://timecamp.com/ai-time-tracking-agent/"
        },
        {
          "code": "PP",
          "category": "Pricing and packaging",
          "description": "Made AI Time Tracker available across plans with usage-based token billing and opened TIC agent use without TimeCamp signup.",
          "source_url": "https://timecamp.com/pricing/"
        },
        {
          "code": "PF",
          "category": "Product and capability",
          "description": "TimeCamp Planner added to Project management section.",
          "source_url": "https://timecamp.com/time-tracking/ai-time-tracker/"
        }
      ],
      "movement": {
        "quadrant": "making_moves",
        "novelty": 78,
        "shipping_volume": 87,
        "raw_change_count": 52
      }
    },
    {
      "id": "019e9a83-596e-703d-b6d8-03d5dbb243bb",
      "name": "Timely",
      "domain": "timelyapp.com",
      "slug": null,
      "url": null,
      "data_url": null,
      "changes": [
        {
          "code": "IA",
          "category": "Integrations and APIs",
          "description": "Expanded integrations across project management, communications, accounting, browser, automation, and time-tracking tools including Jira, QuickBooks, Office 365, Zapier, and Toggl.",
          "source_url": "https://timelyapp.com"
        },
        {
          "code": "SC",
          "category": "Security, compliance and access",
          "description": "Timely added Enterprise ready section emphasizing security, controls, support, and scalability for large organizations.",
          "source_url": "https://timelyapp.com"
        },
        {
          "code": "PF",
          "category": "Product and capability",
          "description": "Timely introduced Locked time functionality to prevent editing or deleting submitted time entries.",
          "source_url": "https://timelyapp.com"
        }
      ],
      "movement": {
        "quadrant": "making_moves",
        "novelty": 55,
        "shipping_volume": 63,
        "raw_change_count": 13
      }
    },
    {
      "id": "019e9a83-688b-702d-ba40-358e9619949f",
      "name": "Timesheets.com",
      "domain": "timesheets.com",
      "slug": null,
      "url": null,
      "data_url": null,
      "changes": [
        {
          "code": "PF",
          "category": "Product and capability",
          "description": "Added The Kiosk mobile punch-in feature, strengthening frontline employee time-capture use cases.",
          "source_url": "https://timesheets.com"
        },
        {
          "code": "PF",
          "category": "Product and capability",
          "description": "Timesheets.com added website chat widget with offline messaging, email, mute, and end chat capabilities.",
          "source_url": "https://www.timesheets.com/about-timesheets/"
        },
        {
          "code": "MP",
          "category": "Messaging and positioning",
          "description": "Replaced detailed feature sections with a Capterra review widget, shifting proof from product depth to customer validation.",
          "source_url": "https://timesheets.com"
        }
      ],
      "movement": {
        "quadrant": "slow_burn",
        "novelty": 51,
        "shipping_volume": 25,
        "raw_change_count": 3
      }
    },
    {
      "id": "019e9a83-880f-702e-8324-c1ff229130a9",
      "name": "TMetric",
      "domain": "tmetric.com",
      "slug": null,
      "url": null,
      "data_url": null,
      "changes": [
        {
          "code": "PP",
          "category": "Pricing and packaging",
          "description": "TMetric Bottom demo section expanded to emphasize verified tracked hours and real-time budget variance.",
          "source_url": "https://tmetric.com"
        },
        {
          "code": "PF",
          "category": "Product and capability",
          "description": "TMetric Timesheets added team overview and replaced approval workflows with statuses, removing overtime tracking.",
          "source_url": "https://tmetric.com"
        },
        {
          "code": "PF",
          "category": "Product and capability",
          "description": "TMetric added Japanese and Korean language support.",
          "source_url": "https://tmetric.com"
        }
      ],
      "movement": {
        "quadrant": "shipping_steadily",
        "novelty": 16,
        "shipping_volume": 69,
        "raw_change_count": 20
      }
    },
    {
      "id": "019e9a83-9747-7031-97b2-52f58b9a0a59",
      "name": "Toggl",
      "domain": "toggl.com",
      "slug": null,
      "url": null,
      "data_url": null,
      "changes": [
        {
          "code": "PF",
          "category": "Product and capability",
          "description": "Added Time off management to the feature set, extending Toggl beyond time tracking into adjacent workforce absence workflows.",
          "source_url": "https://toggl.com"
        }
      ],
      "movement": {
        "quadrant": "lying_low",
        "novelty": 25,
        "shipping_volume": 10,
        "raw_change_count": 1
      }
    },
    {
      "id": "019e9a83-a77d-7030-a41b-bedf5282036b",
      "name": "TrackingTime",
      "domain": "trackingtime.co",
      "slug": null,
      "url": null,
      "data_url": null,
      "changes": [
        {
          "code": "PP",
          "category": "Pricing and packaging",
          "description": "Introduced Starter, Pro, and Business annual plans, creating a clearer paid packaging ladder for teams.",
          "source_url": "https://trackingtime.co"
        },
        {
          "code": "PF",
          "category": "Product and capability",
          "description": "TrackingTime added AutoTrack to detect time spent across apps and suggest time entries.",
          "source_url": "https://trackingtime.co"
        },
        {
          "code": "PF",
          "category": "Product and capability",
          "description": "Added Microsoft 365 integrations, approvals, European work-hour compliance, SSO, audit logs, and granular access roles for larger organizations.",
          "source_url": "https://trackingtime.co"
        }
      ],
      "movement": {
        "quadrant": "slow_burn",
        "novelty": 69,
        "shipping_volume": 49,
        "raw_change_count": 10
      }
    },
    {
      "id": "019eae00-f27a-7014-b29e-618064a93a33",
      "name": "WakaTime",
      "domain": "wakatime.com",
      "slug": null,
      "url": null,
      "data_url": null,
      "changes": [
        {
          "code": "PF",
          "category": "Product and capability",
          "description": "WakaTime Leaderboard updated: added Egypt, Zimbabwe, Malta, Australia, Tajikistan, Uganda; removed Ghana, Denmark, Sint Maarten, Pakistan, Portugal, Italy.",
          "source_url": "https://wakatime.com/leaders"
        },
        {
          "code": "PF",
          "category": "Product and capability",
          "description": "Expanded developer coverage with Amp CLI, Recaf, Codex CLI, and Copilot CLI plugins, reinforcing WakaTime’s IDE-first tracking footprint.",
          "source_url": "https://wakatime.com"
        }
      ],
      "movement": {
        "quadrant": "lying_low",
        "novelty": 40,
        "shipping_volume": 44,
        "raw_change_count": 8
      }
    },
    {
      "id": "019eae00-a8a9-7016-9b34-7a35d93a786c",
      "name": "Workyard",
      "domain": "workyard.com",
      "slug": null,
      "url": null,
      "data_url": null,
      "changes": [
        {
          "code": "PP",
          "category": "Pricing and packaging",
          "description": "Introduced a $50 monthly base fee on Starter and Pro, raised Pro pricing, and added annual Starter discounting.",
          "source_url": "https://www.workyard.com/pricing"
        },
        {
          "code": "PP",
          "category": "Pricing and packaging",
          "description": "Workyard reframed advanced automation as add-ons/automations, making premium workflow capabilities look more explicitly packaged.",
          "source_url": "https://www.workyard.com/pricing"
        },
        {
          "code": "PF",
          "category": "Product and capability",
          "description": "Added expense management with Workyard Visa Debit Card, spend controls, receipt capture, while unbundling Smart Forms as a separate add-on.",
          "source_url": "https://www.workyard.com/pricing"
        }
      ],
      "movement": {
        "quadrant": "making_moves",
        "novelty": 85,
        "shipping_volume": 63,
        "raw_change_count": 12
      }
    }
  ],
  "quiet_companies": [
    {
      "id": "019eae00-8589-7007-9661-a0e4f6a612aa",
      "name": "Avaza",
      "domain": "avaza.com",
      "slug": null,
      "url": null,
      "data_url": null
    },
    {
      "id": "019eae00-913a-7016-8da3-a0cf532e6f31",
      "name": "Buddypunch",
      "domain": "buddypunch.com",
      "slug": null,
      "url": null,
      "data_url": null
    },
    {
      "id": "019eae00-9cc5-703c-9676-f106624f58f4",
      "name": "Clockshark",
      "domain": "clockshark.com",
      "slug": null,
      "url": null,
      "data_url": null
    },
    {
      "id": "019e9a83-2b29-7035-8cf9-c544c98fa7e2",
      "name": "Timeclockwizard",
      "domain": "timeclockwizard.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."
  }
}
