How often is soda.io cited by AI models?

soda.io was cited 2 times by AI models, representing 0.5% of all source citations.

Which AI models cite soda.io?

soda.io is cited by 2 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 soda.io's ranking among source domains?

soda.io ranks #49 out of 162 source domains analyzed (with 43 brands also tracked).

What brands are associated with soda.io?

AI models reference soda.io when discussing brands like various brands.

How is source ranking determined?

Sources are ranked by 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.). Sources appearing earlier in AI responses receive higher prominence scores.

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About soda.io (Developer Tools)

This page provides details about soda.io (Developer Tools) which was ranked #49 out of 162 in the list of sources (2 citations (0.5% share)) in answers from AI models (Anthropic Claude Sonnet (latest), OpenAI ChatGPT Latest) when they were asked the following 1 question: "If I'm looking to get into Analytics & BI, who and what should I know about? Include the most trusted brands, recommended products and services, reputable companies and providers, influential experts and reviewers to follow, helpful communities and resources, important events and conferences, notable startups disrupting the space, and key publications and media channels to stay informed." on Dec 30, 2025 by AI Chat Watch.

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Citations

Used by AI Models

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Pages from soda.io (1 link)

URL Path	Citations	Position
soda.io	2	41.5

Citations from AI Responses

Anthropic Claude Sonnet (latest) (1 citation)

If I'm looking to get into Analytics & BI, who and what should I know about? Include the most trusted brands, recommended products and services, reputable companies and providers, influential experts and reviewers to follow, helpful communities and resources, important events and conferences, notable startups disrupting the space, and key publications and media channels to stay informed.

[...] * - Reverse ETL solution ### Data Quality & Observability - **[Monte Carlo](https://www.montecarlodata.com/)** - Data observability platform - **[Great Expectations](https://greatexpectations.io/)** - Open-source data validation - **[Bigeye](https://www.bigeye.com/)** - Data quality monitoring - **[Soda](https://www.soda.io/)** - Data quality testing ## Learning Resources & Courses ### Online Learning Platforms - **[DataCamp](https://www.datacamp.com/)** - Interactive data science and analytics courses - **[Coursera](https://www.coursera.org/)** - University-level analytics courses - **[Udacity](https://www.udacity.c [...]

soda.io December 30, 2025

OpenAI ChatGPT Latest (1 citation)

[...] .com/) - **DataHub (open source)** — [DataHub](https://datahubproject.io/) - **OpenMetadata (open source)** — [OpenMetadata](https://open-metadata.org/) ### Data quality & observability (fast-growing must-have) - **Monte Carlo** — [Monte Carlo](https://www.montecarlodata.com/) - **Soda** — [Soda](https://www.soda.io/) - **Great Expectations (open source)** — [Great Expectations](https://greatexpectations.io/) ### Semantic / headless BI - **Cube** — [Cube](https://cube.dev/) --- ## 5) Reputable providers & ecosystems (the “where work happens”) If you want to be employable quickly, being conversant in at [...]