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          "description": "Added native MCP server integration for external AI interfaces such as Claude and CLI.",
          "source_url": "https://www.elastic.co/observability"
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    },
    {
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        {
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          "description": "Cloud Monitoring alerting policies changed to $0.35 per metric reference monthly from $1.50 per condition; query evaluation to $0.50 per million points, effective September 1,.",
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        },
        {
          "code": "PF",
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          "description": "Generative AI solution list replaced Vertex AI and Vertex AI Studio with Gemini Enterprise Agent Platform and Agent Studio, removing Vertex AI Agent Builder.",
          "source_url": "https://cloud.google.com/solutions/ai"
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    },
    {
      "id": "019f2836-e601-701e-8a4b-010d89cfd54c",
      "name": "Observability By Solarwinds",
      "domain": "solarwinds.com",
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          "description": "Added explicit pricing: Dameware ($370–$972), Engineer's Toolset ($1,997), Kiwi ($199–$1,095), Network Topology Mapper ($1,977), and Serv-U ($666–$4,019).",
          "source_url": "https://www.solarwinds.com/pricing"
        },
        {
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          "description": "SolarWinds Observability Self-Hosted starting price increased from $7.42 to $8 per node per month.",
          "source_url": "https://www.solarwinds.com/observability"
        },
        {
          "code": "PF",
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          "description": "Added AI/ML-powered Root Cause Assist feature with contextual information and automated analysis.",
          "source_url": "https://www.solarwinds.com/observability/application"
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      "movement": {
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    },
    {
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      "name": "Observability Cloud By Splunk",
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      "changes": [
        {
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          "description": "Replaced 14-day free trial with free edition for up to 15 hosts.",
          "source_url": "https://www.splunk.com/en_us/products/observability-cloud.html"
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        {
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          "description": "Observability Cloud By Splunk added MCP Server integrations, clarifying ecosystem fit for buyers evaluating workflow coverage.",
          "source_url": "https://www.splunk.com/en%5Fus/products/ai-toolkit.html"
        },
        {
          "code": "PF",
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          "description": "Observability Cloud By Splunk DSDL support added to custom ML model summary.",
          "source_url": "https://www.splunk.com/en%5Fus/products/ai-toolkit.html"
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      ],
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        {
          "code": "PF",
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          "description": "Acquisition banner replaced with 'Observe by Snowflake' webinar banner and logo updated to Observe by Snowflake branding.",
          "source_url": "https://www.observeinc.com"
        },
        {
          "code": "MP",
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          "description": "Hero subtitle rewritten from 'Introducing AI SRE for 10x faster troubleshooting' to 'Troubleshoot 10x faster at 60% lower cost'.",
          "source_url": "https://www.observeinc.com"
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      ],
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    },
    {
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      "changes": [
        {
          "code": "PF",
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          "description": "Added MCP server for AI agents to access production errors, stack traces, deploys, and session replays.",
          "source_url": "https://rollbar.com"
        },
        {
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          "description": "Added Root Cause Analysis feature for error identification across front-end and back-end projects.",
          "source_url": "https://rollbar.com"
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    },
    {
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          "description": "Scout Monitoring added MCP integrations, clarifying ecosystem fit for buyers evaluating workflow coverage.",
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        },
        {
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          "description": "Scout Monitoring reframed advanced automation as add-ons/automations, making premium workflow capabilities look more explicitly packaged.",
          "source_url": "https://www.scoutapm.com/elixir-phoenix-monitoring"
        },
        {
          "code": "SC",
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          "description": "Scout Monitoring rewrote SQL Insights headline to 'SQL visibility without compromising security', removed 16k query limit mention, and tightened description.",
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      ],
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        },
        {
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          "description": "Sematext added Pipelines and log cost-reduction features under Log Monitoring.",
          "source_url": "https://sematext.com/capabilities/server-monitoring/"
        },
        {
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          "description": "Sematext added SLO monitoring.",
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          "description": "Sentry New-user offer added: 5,000 free Session Replays monthly for first three months.",
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        {
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        {
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          "description": "Replaced single plan mention with four-tier structure: Free, Web Uptime ($9/mo), Web Perf ($36/mo), and Enterprise Plus Web ($899/mo).",
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        {
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          "description": "Site24x7 added API and MCP integrations, clarifying ecosystem fit for buyers evaluating workflow coverage.",
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        {
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          "description": "Site24x7 added native OpenTelemetry support, eBPF auto-instrumentation without code changes, Cluster Explorer, and ephemeral-workload resource labeling.",
          "source_url": "https://www.site24x7.com/kubernetes-monitoring.html?src=new-prod-box&pg=home"
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    },
    {
      "id": "019f2836-c1ad-700d-a766-1604344cc67d",
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      "changes": [
        {
          "code": "IA",
          "category": "Integrations and APIs",
          "description": "Sumo Logic added MCP Server integrations, clarifying ecosystem fit for buyers evaluating workflow coverage.",
          "source_url": "https://www.sumologic.com/solutions/cloud-siem"
        },
        {
          "code": "PF",
          "category": "Product and capability",
          "description": "Sumo Logic added LLM Observability as a new observability solution.",
          "source_url": "https://www.sumologic.com/solutions/security-data-lake"
        },
        {
          "code": "PF",
          "category": "Product and capability",
          "description": "Sumo Logic Mobot identifies root causes of infrastructure issues like slow applications or high error rates.",
          "source_url": "https://www.sumologic.com/solutions/ai-ml-powered"
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      ],
      "movement": {
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        "shipping_volume": 83,
        "raw_change_count": 40
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    }
  ],
  "quiet_companies": [
    {
      "id": "019f2836-6192-7035-9b23-7b609e1c5bb6",
      "name": "Aws",
      "domain": "aws.amazon.com",
      "slug": null,
      "url": null,
      "data_url": null
    },
    {
      "id": "019f2836-7e9f-7019-80d0-adaeee4c5107",
      "name": "Raygun",
      "domain": "raygun.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."
  }
}