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The universal semantic layer for AI- and BI-ready data with agentic analytics.

From $40/mo, billed monthly (free plan available) Visit Website
Reviews on SourceForge G2
30 reviews tracked

The Bottom Line

Price
From $40/mo, billed monthly (free plan available). Compare plans

Key facts

  • Provides a universal semantic layer for consistent data definitions across tools.
  • Enables agentic analytics, embedded analytics, and real-time data processing.
  • Integrates with AI/LLMs to provide context and enhance analytical capabilities.

Pros

  • Ensures consistent metric definitions across all tools, reducing discrepancies.
  • Speeds up data model deployment and reduces analytics downtime.
  • Enhances AI capabilities by providing a contextual semantic layer for LLMs.
  • Offers robust features for embedded and real-time analytics.
  • Provides high availability and performance insights for production environments.

Cons

  • Pricing is per developer, which might scale for larger teams.
  • Advanced enterprise features like BYOC and BYOLLM are only available on the custom plan.

What is Cube?

Cube is an agentic analytics platform that provides a universal semantic layer for data, making it ready for both AI and Business Intelligence applications. It helps organizations define core business metrics once in a data model, ensuring consistency across all downstream tools and reducing the need for repetitive queries. The platform is designed to bridge the gap between modern data stacks and analytical tools, offering features for embedded analytics, real-time data processing, and an LLM & AI semantic layer to provide context to AI chatbots and large language models. Cube is ideal for data analysts, data engineers, and product teams looking to streamline data workflows, enhance the speed of data model deployment, and improve the accuracy and consistency of analytics. It empowers users to explore data in workbooks, publish dashboards, and leverage AI agents for semantic modeling and analytics chat, ultimately enabling faster and more reliable insights from their data.

Available on: Web

Ratings Across the Web

4.6 (30 reviews)

Cube holds an aggregate rating of 4.6 out of 5 from 30 reviews across SourceForge and G2, last checked September 17, 2026.

Ratings aggregated from independent review platforms. Learn more

Preview

Key Features

  • Connect any data source
  • Model in semantic layer IDE
  • Explore data in workbooks
  • Publish workbooks as dashboards
  • Semantic model agent
  • Workbooks and dashboards agent
  • Analytics chat
  • Cube Store caching

Pricing Plans

Pricing checked Nov 2, 2026. Source: cube.dev/pricing, read Nov 2, 2026

Cube plans and prices, checked November 2026
Plan Price Details
Free

Free

  • Connect any data source
  • Model in semantic layer IDE
  • Explore data in workbooks
+5 more
  • Publish workbooks as dashboards
  • Semantic model agent
  • Workbooks and dashboards agent
  • Analytics chat
  • For hobbyists completing small projects and showcasing work
Starter

$40 / Developer / month

  • Everything in Free
  • Extended limits on agents
  • Use premium LLMs
+7 more
  • Unlimited workbooks
  • Extended query limit
  • Production deployment compute
  • Cube Store caching
  • Semantic Layer Sync
  • Observability & high-availability
  • For professionals streamlining data workflows
Premium

$80 / Developer / month

  • Everything in Starter
  • Explorer role
  • Embedded dashboards
+7 more
  • Embedded analytics chat
  • Unlimited queries
  • 99.950% Uptime SLA
  • Custom Domains
  • Multi-cluster Deployment
  • Performance Insights
  • For teams scaling analytics and collaboration
Enterprise

Custom

  • Everything in Premium
  • 99.990% Uptime SLA
  • Dedicated single tenant installation
+7 more
  • Bring Your Own Cloud (BYOC)
  • Bring Your Own LLM (BYOLLM)
  • SSO with SAML 2.0
  • Workspace Access Control
  • MDX API for Excel
  • DAX API for Power BI
  • For enterprises demanding security and support

Is Cube worth the price?

Good value

Cube's pricing structure is fair, offering a generous Free tier for hobbyists to explore its semantic layer and agentic analytics.

The Starter tier at $40 per developer/month provides good value for professionals needing extended limits and production capabilities, while the Premium tier at $80 per developer/month caters to teams scaling analytics with advanced features like embedded dashboards. It's best for developers and data teams looking to leverage a semantic layer for AI and BI.

Hidden Costs & Gotchas

No explicit mention of data volume or query overage fees beyond limits.

Full Cube pricing: every plan, hidden costs and alternatives

Email me when Cube changes its price

One email per change, found on the vendor's own pricing page. Unsubscribe any time.

Cube by the numbers

Toolradar data: Cube's entry paid plan ($40/mo, billed monthly) ranks #17 of 45 for price among the Business Intelligence tools with a verified entry price and no stated unit, where the median is $50/mo. As of Nov 2026.

Cube compared with 228 Business Intelligence tools on Toolradar, as of Nov 2026
Metric Cube Peer median Position (1 is best)
Entry paid plan $40/mo, billed monthly $50/mo #17 of 45 tools with no stated price unit, verified price
Free plan Yes 28% have one n/a
Integrations listed 2 2 #11 of 32 (joint) tools with at least one integration recorded
User rating 4.6/5 (across the web, 30 ratings) 4.5/5 #17 of 96 (joint) tools with 20+ reviews

Each position is counted among the tools that have data for that row, as noted under it. A lower entry price ranks higher; prices are read on vendor pages and compared only with tools priced on the same basis. All Business Intelligence data · How we compute this. Advertising and placement fees are not inputs to any position.

Cite this: Toolradar, “Cube by the numbers”, Nov 2026.

Reviews

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4.6/5

Across 30 verified user reviews on G2, SourceForge

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Cube FAQ

How does Cube ensure data consistency across different tools?

Cube establishes a universal semantic layer where core business metrics are defined once in a data model. This single source of truth ensures that all downstream tools and applications use consistent definitions, eliminating discrepancies and repetitive queries.

Which teams benefit most from implementing Cube?

Cube is ideal for data analysts, data engineers, and product teams. It helps these teams streamline data workflows, accelerate data model deployment, and improve the accuracy and consistency of their analytics.

What kind of real-time analytics capabilities does Cube offer?

Cube provides robust features for real-time data processing and analytics. This allows organizations to gain immediate insights from their data, supporting dynamic decision-making and operational responsiveness.

How does Cube compare to Materialize for data analytics?

Cube focuses on providing a universal semantic layer for consistent metric definitions across AI and BI tools, enhancing AI capabilities with contextual data. Materialize, while also dealing with data, has a different primary approach to real-time data processing and views.

What are the primary limitations to consider with Cube's pricing structure?

Cube's pricing is structured per developer, which could lead to scaling costs for larger development teams. Additionally, advanced enterprise features such as Bring Your Own Cloud (BYOC) and Bring Your Own Large Language Model (BYOLLM) are exclusively available on custom plans.

How is Cube priced?

Cube offers a free tier for initial use, with paid plans available that unlock more usage and advanced features. The pricing model scales based on the number of developers using the platform.

Can Cube integrate with existing AI chatbots and large language models?

Yes, Cube includes an LLM & AI semantic layer specifically designed to provide context to AI chatbots and large language models. This integration enhances the intelligence and accuracy of AI-driven insights by feeding them consistent, well-defined data.

How does Cube pricing compare with other Business Intelligence tools?

Cube's entry paid plan ($40/mo, billed monthly) ranks #17 of 45 for price among the Business Intelligence tools with a verified entry price and no stated unit, where the median is $50/mo. Prices are read on each vendor's own pricing page and compared only with tools priced on the same basis. Source: Toolradar, Nov 2026.

Source: cube.dev

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