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Cube

AI-native analytics platform with semantic layer and governed access

As of 29 August 2026, Cube has a free plan and paid plans start at $40/developer/month. Cube provides a semantic layer that powers AI-driven analytics, enabling natural language queries, visual dashboards, and embedded analytics with consistent data definitions across all surfaces. Softwr lists it under Business Intelligence. Cube is available on Cloud, Self-hosted.

Overview

What Cube does

Cube is an agentic analytics platform built on a semantic layer that enables AI-powered data analysis and insights. The platform provides a unified semantic foundation that powers multiple analytics surfaces—including natural language chat, workbooks with SQL and visual editors, conversational dashboards, and embedded analytics—while ensuring consistent data definitions and governance across all access points. Data teams define semantic models once, and Cube enables natural language queries, AI-assisted exploration, and conversational dashboard building for both internal analysts and customer-facing analytics. Integrations with Claude, ChatGPT, Cursor, and Slack enable AI agents and teams to analyze data collaboratively. The platform serves data teams seeking governed, AI-native business intelligence, SaaS companies embedding analytics in customer-facing products, and enterprises requiring multi-tenant governance across their analytics infrastructure.

What people use it for

  • Building governed semantic data models for analytics
  • Embedding analytics into customer-facing products
  • Enabling natural language data queries for teams
  • Creating conversational dashboards with AI assistance

The honest half

Where it falls short

Concrete and checkable, so you can decide whether any of them matter to you. This is the half of a review a vendor will not write about Cube.

  • Per-developer licensing can be expensive for large analytics teams
  • Additional cost for Explorer and Viewer roles beyond developers
  • Semantic layer approach requires upfront modeling investment
  • Smaller connector ecosystem than dedicated BI platforms
  • May be overengineered for simple reporting needs

Cross-shopped

What people choose instead of Cube

Each pairing was judged by two reviewers asking whether a buyer would genuinely weigh the two against each other. The ones that failed were deleted rather than published.

  • Cube logo
    Cube
    vs
    Evidence logo
    Evidence

    Evidence: Analytics-as-code alternative with flat team pricing

  • Cube logo
    Cube
    vs
    Looker logo
    Looker

    Looker: Semantic layer platform with broader enterprise features

Pricing

What Cube costs

Taken from the vendor's own pricing page. Prices move, so check before you buy.

Free

Free

  • For hobbyists and personal projects
  • Basic data source connection
  • Semantic modeling
  • Workbooks and dashboards

Starter

$40 /developer/month

  • Extended agent limits
  • Premium LLMs
  • Unlimited workbooks
  • Production deployment compute

Premium

$80 /developer/month

  • All Starter features
  • Embedded dashboards
  • Embedded analytics chat
  • Unlimited queries
  • 99.950% uptime SLA
  • Custom domains

Enterprise

On request

  • 99.990% uptime SLA
  • Dedicated single-tenant installation
  • Bring Your Own Cloud
  • SSO with SAML 2.0
  • Workspace access control

Capabilities

Features

  • Analytics Chat

    Natural language queries grounded in semantic models

  • Workbooks

    SQL and visual editors with AI-assisted query writing

  • Dashboards

    Conversational dashboard building with sub-second performance

  • Embedded Analytics

    Multi-tenant white-labeled analytics for products

  • AI Integrations

    MCP server connectivity with Claude, ChatGPT, Cursor, Slack

  • Core Data APIs

    Low-level data layer control for custom experiences

  • Caching and pre-aggregations

    Performance optimization for complex queries

Answered, with sources

Questions people ask

Each answer names the page it came from, so you can check it rather than take our word for it.

What is the cost per developer on Cube?

Starter plan costs $40/developer/month. Premium adds embedded analytics at $80/developer/month. Explorer and Viewer roles cost $40 and $20/month respectively.

Source
What uptime SLAs does Cube offer?

Premium plan offers 99.950% uptime SLA. Enterprise plan provides 99.990% uptime SLA with dedicated support.

Source
Can I use Cube for free?

Yes, the Free plan includes basic data source connection, semantic modeling, workbooks, and dashboards for hobbyists and personal projects.

Source
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Softwr does not host reviews and shows no star rating for Cube, because a rating we did not collect is not ours to publish. What is here is the pricing and platform detail from the vendor’s own pages, limitations we could state concretely, and alternatives a reviewer confirmed people weigh against it. Tell us if any of it is wrong.

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