How often is materialize.com cited by AI models?

materialize.com was cited 2 times by AI models, representing 0.1% of all source citations.

Which AI models cite materialize.com?

materialize.com is cited by 1 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 materialize.com's ranking among source domains?

materialize.com ranks #115 out of 255 source domains analyzed (with 122 brands also tracked).

What brands are associated with materialize.com?

AI models reference materialize.com when discussing brands like dbt, Real-time Analytics.

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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Share of Voice

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About materialize.com (Tech Companies)

This page provides details about materialize.com (Tech Companies) which was ranked #115 out of 255 in the list of sources (2 citations (0.1% share)) in answers from AI models (OpenAI ChatGPT Latest) when they were asked the following 1 question: "What does the Analytics & BI 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. This source is referenced for brands: dbt, Real-time Analytics.

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Rank

Voice

Position

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Citations

Used by AI Models

Model	Voice	Position	Citations
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Pages from materialize.com (1 link)

URL Path	Citations	Position
materialize.com	2	137

Brands Referenced By This Website (2 brands)

Brand	Voice	Mentions
dbt	27.6%	56
Real-time Analytics	1%	6

Citations from AI Responses

OpenAI ChatGPT Latest (2 citations)

What does the Analytics & BI 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.

[...] [ClickHouse](https://clickhouse.com/) 3) **Compute & query engines**: [Trino](https://trino.io/), [Presto](https://prestodb.io/), [Apache Spark](https://spark.apache.org/) 4) **Streaming / real-time analytics**: [Apache Kafka](https://kafka.apache.org/), [Confluent](https://www.confluent.io/), [Materialize](https://materialize.com/) 5) **Modeling/metrics**: [dbt](https://www.getdbt.com/) 6) **Governance/catalog**: [Collibra](https://www.collibra.com/), [Alation](https://www.alation.com/), [Atlan](https://atlan.com/) 7) **Data quality/observability**: [Monte Carlo](https://www.montecarlodata.com/), [Great Expectations](h [...]

materialize.com December 30, 2025

[...] **Composable analytics stacks** (swap components around the warehouse/lakehouse): [dbt](https://www.getdbt.com/), [Airbyte](https://airbyte.com/), [Apache Airflow](https://airflow.apache.org/) - **Semantic/metrics consistency as a product**: [dbt](https://www.getdbt.com/) - **Real-time analytics**: [Materialize](https://materialize.com/), [ClickHouse](https://clickhouse.com/), [Apache Kafka](https://kafka.apache.org/) - **Open table formats** becoming strategic: [Apache Iceberg](https://iceberg.apache.org/), [Delta Lake](https://delta.io/), [Apache Hudi](https://hudi.apache.org/) ### Emerging / newer-generation BI & analytics pro [...]