How many times was SCALE mentioned by AI?

SCALE was mentioned 9 times across all AI models analyzed, representing 1.1% of total mentions.

Which AI models mention SCALE?

SCALE is mentioned by 4 AI models including Perplexity Sonar (with search) (latest), Anthropic Claude Sonnet (latest), OpenAI ChatGPT Latest, Google Gemini Flash (latest), X.AI Grok (latest).

What is SCALE's ranking among mentioned brands?

SCALE ranks #37 out of 148 brands analyzed (with 320 web sources also tracked), with a 1.1% share of voice.

What type of entity is SCALE?

SCALE is classified as a event.

How is Share of Voice calculated?

Share of Voice = Model Coverage × Quality Score. Model weights are based on Monthly Active Users (OpenAI ChatGPT Latest: 900M MAU, Google Gemini Flash (latest): 650M MAU, Perplexity Sonar (with search) (latest): 45M MAU, etc.). Position in results matters - earlier mentions receive higher prominence scores.

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Q: In which questions is SCALE mentioned?

SCALE appears in 2 questions: 1. "What are the best Open Source Projects options available today? Please provide a comprehensive overview including: the leading brands and products, top companies and service providers, recognized experts and thought leaders, promising startups and new market entrants, major industry events and conferences, active communities and forums, and influential publications and media covering this space."; 2. "What does the Open Sources Projects industry look like right now? Identify the dominant market leaders and brands, best products and services, key companies and providers, influential figures and thought leaders, emerging startups and trends, major conferences and events, active professional communities, and the top publications and media that cover this industry.".

Share of Voice

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About SCALE (event)

This page provides details about SCALE (event) which was ranked #37 out of 148 in the list of brands (9 mentions (1.1% share)) in answers from AI models (Anthropic Claude Sonnet (latest), OpenAI ChatGPT Latest, Google Gemini Flash (latest), X.AI Grok (latest)) when they were asked the following 2 questions: "What are the best Open Source Projects options available today? Please provide a comprehensive overview including: the leading brands and products, top companies and service providers, recognized experts and thought leaders, promising startups and new market entrants, major industry events and conferences, active communities and forums, and influential publications and media covering this space.", "What does the Open Sources Projects industry look like right now? Identify the dominant market leaders and brands, best products and services, key companies and providers, influential figures and thought leaders, emerging startups and trends, major conferences and events, active professional communities, and the top publications and media that cover this industry." on Dec 30, 2025 by AI Chat Watch.

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Rank

Voice

Position

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Mentions

Mentions by AI Model

Model	Voice	Position	Mentions
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Source Links

URL	Mentioned By
spark.apache.org
socallinuxexpo.org
allthingsopen.org
freebsd.org
linuxplumbersconf.org
scaleconf.org
linuxfoundation.org/events
chainguard.dev
planetscale.com
aws.amazon.com
azure.microsoft.com

Citations from AI Responses

What are the best Open Source Projects options available today? Please provide a comprehensive overview including: the leading brands and products, top companies and service providers, recognized experts and thought leaders, promising startups and new market entrants, major industry events and conferences, active communities and forums, and influential publications and media covering this space.

[...] rch** [PyTorch](https://pytorch.org) - Machine learning framework by Meta AI. **Hugging Face** [Hugging Face](https://huggingface.co) - Platform for sharing and collaborating on machine learning models. **Apache Spark** [Apache Spark](https://spark.apache.org) - Unified analytics engine for large-scale data processing. ### **Content Management Systems** **WordPress** [WordPress](https://wordpress.org) - Powers over 40% of all websites globally. **Drupal** [Drupal](https://www.drupal.org) - Enterprise-grade content management platform. **Joomla** [Joomla](https://www.joomla.org) - Award-winnin [...]

December 30, 2025

[...] native technologies. ### **FOSDEM** [FOSDEM](https://fosdem.org) - Free event for software developers in Brussels, Belgium, held annually in February. ### **All Things Open** [All Things Open](https://www.allthingsopen.org) - One of the largest open source conferences in the United States. ### **SCALE (Southern California Linux Expo)** [SCALE](https://www.socallinuxexpo.org) - Largest community-run open source conference in North America. ### **Open Source Summit Europe** [OSS Europe](https://events.linuxfoundation.org/open-source-summit-europe/) - European edition of the flagship Linux Foundat [...]

December 30, 2025

[...] EM](https://fosdem.org) - Free event for software developers in Brussels, Belgium, held annually in February. ### **All Things Open** [All Things Open](https://www.allthingsopen.org) - One of the largest open source conferences in the United States. ### **SCALE (Southern California Linux Expo)** [SCALE](https://www.socallinuxexpo.org) - Largest community-run open source conference in North America. ### **Open Source Summit Europe** [OSS Europe](https://events.linuxfoundation.org/open-source-summit-europe/) - European edition of the flagship Linux Foundation conference. ### **PyCon** [PyCon](htt [...]

December 30, 2025

What does the Open Sources Projects industry look like right now? Identify the dominant market leaders and brands, best products and services, key companies and providers, influential figures and thought leaders, emerging startups and trends, major conferences and events, active professional communities, and the top publications and media that cover this industry.

[...] 4. **[FOSDEM](https://fosdem.org/)** - Brussels, Belgium - 8,000+ attendees - Free event, volunteer-organized 5. **[GitHub Universe](https://githubuniverse.com/)** - Annual developer conference 6. **[State of Open Con](https://stateofopencon.com/)** - London - OpenUK organized 7. **[SCALE](https://www.socallinuxexpo.org/)** - Southern California Linux Expo - Pasadena, CA ### Specialized Conferences - **[PyCon](https://pycon.org/)** - Python community - **[JS Conf](https://jsconf.com/)** - JavaScript - **[PostgreSQL Conference](https://www.postgresql.org/about/events/)** - **[Ap [...]

December 30, 2025

[...] community-run, stability-focused distro powering many others. - [Fedora](https://fedoraproject.org/) (sponsored by [Red Hat](https://www.redhat.com/)) — upstream innovation (often ahead of enterprise distros). - [FreeBSD](https://www.freebsd.org/) — widely used in networking/storage and some large-scale infra. ### Containers, orchestration & cloud-native - [Kubernetes](https://kubernetes.io/) (under the [CNCF](https://www.cncf.io/)) — dominant container orchestration platform. - [containerd](https://containerd.io/) — widely used container runtime. - [Helm](https://helm.sh/) — package manager for [...]

December 30, 2025

[...] service**—with growing focus on **security, provenance, and sustainability**. A good anchor definition is the [Open Source Definition (OSI)](https://opensource.org/osd). --- ## Dominant market leaders (institutions, platforms, and “brands”) ### Major foundations / stewards (project governance at scale) - [Linux Foundation](https://www.linuxfoundation.org/) - Key sub-foundations: [Cloud Native Computing Foundation (CNCF)](https://www.cncf.io/), [OpenSSF](https://openssf.org/) - [Apache Software Foundation](https://www.apache.org/) - [Eclipse Foundation](https://www.eclipse.org/) - [Software Fre [...]

December 30, 2025

[...] port, platforms, distributions) - [Red Hat](https://www.redhat.com/) - [Canonical (Ubuntu)](https://canonical.com/) / [Ubuntu](https://ubuntu.com/) - [SUSE](https://www.suse.com/) - [IBM](https://www.ibm.com/) (major enterprise open source participant via [Red Hat](https://www.redhat.com/)) - Large-scale cloud “open source as a service”: [Amazon Web Services (AWS)](https://aws.amazon.com/), [Microsoft Azure](https://azure.microsoft.com/), [Google Cloud](https://cloud.google.com/) --- ## Best-known products & services (projects that dominate mindshare/usage) *(“Best” here means most widely adopted [...]

December 30, 2025

[...] significant, now transitioned into various O'Reilly infrastructure events. [O'Reilly Events](https://www.oreilly.com/conferences/). * **FOSDEM:** A free event for software developers to meet and share ideas in Brussels. [FOSDEM Official Site](https://fosdem.org/). * **All Things Open:** A large-scale polyglot open-source conference. [All Things Open Site](https://www.allthingsopen.org/). ### 6. Active Communities and Forums * **GitHub:** The primary hosting platform and social network for code. [GitHub Explore](https://github.com/explore). * **Stack Overflow:** For technical troubleshootin [...]

December 30, 2025

[...] rope](https://events.linuxfoundation.org/kubecon-cloudnativecon-europe/) | | **OSCON (O'Reilly)** | General OSS. | [oreilly.com/oscon](https://conferences.oreilly.com/oscon/oscon-or) | | **Linux Plumbers Conference** | Kernel/plumbing. | [linuxplumbersconf.org](https://linuxplumbersconf.org/) | | **SCaLE** | Largest US community Linux. | [scaleconf.org](https://www.scaleconf.org/) | Calendar: [linuxfoundation.org/events](https://www.linuxfoundation.org/events/). #### Active Communities and Forums Where to discuss/contribute: | Community | Description | Link | |-----------|-------------|------| | [...]

December 30, 2025

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About SCALE (event)

Mentions by AI Model

Source Links

Citations from AI Responses