Tool profile
Cube: cost, fit and limits
Cube is a semantic layer and analytics platform from cube.dev that defines business metrics once and serves them to dashboards, AI chat and embedded views, priced per developer and including a free forever tier. It also lists an MCP server.
What to know first
Cube has four plans: Free forever, Starter at $40 per developer per month, Premium at $80, and a custom Enterprise tier. The semantic layer comes first, and chat, workbooks and dashboards are built on top of it. Embedded dashboards and embedded chat start on Premium, where Explorer roles cost $40 and Viewer roles $20 per user monthly. Legal and security pages were not opened for this page.
Cube at a glance
| Maker | Not stated on the vendor pages, Not stated on the vendor pages |
|---|---|
| Free plan | Yes |
| Entry price | $40 per developer per month |
| API access | Yes |
| Category | Best AI Embedded Analytics Software in 2026, rank 3 of 13 |
| Website | cube.dev |
Who Cube is best for
Data teams with a warehouse already
Cube connects to Snowflake, Databricks, BigQuery and ClickHouse, so a team can define metrics over data it has already modeled.
Products that need chat answers to match dashboards
Analytics chat is grounded in the defined metrics of the semantic model, which reduces answers that disagree with a chart.
Companies letting customers build workbooks
Creator Mode lets customers make workbooks and dashboards inside the host application, which suits power users in a SaaS product.
Cube plans and pricing
| Plan | Price | What it includes |
|---|---|---|
| Free | Free forever | Any data source, semantic layer IDE, workbooks, analytics chat and an MCP server, limited to 5 workbooks and 1,000 compute requests per day. No embedded features. |
| Starter | $40 per developer per month | Adds premium LLMs, unlimited workbooks, production compute, Cube Store caching, Semantic Layer Sync and dbt integration, with 10K shared daily compute requests. |
| Premium | $80 per developer per month | Adds Explorer and Viewer roles, embedded dashboards, embedded analytics chat, unlimited queries, a 99.95% uptime SLA, custom domains and multi-cluster deployment. |
| Enterprise | Custom | Adds a 99.99% uptime SLA, single-tenant installation, Bring Your Own Cloud, Bring Your Own LLM, SAML 2.0 SSO and a dedicated CSM. |
Checked November 2026.
What Cube does
- Semantic model agent
- Helps build and maintain the metric definitions that analytics chat and dashboards read from, so a team defines revenue or churn once and every surface answers from the same definition.
- Workbooks
- SQL and a visual editor live in one place with a Workbook Agent, and a workbook can be published as a dashboard, up to 5 workbooks on the Free plan and unlimited from Starter.
- Pre-aggregations
- Dashboards built conversationally are described as sub-second, using pre-aggregated data held in Cube Store, which Starter and above include as a caching layer for production use.
- Analytics Chat API
- Lets a team build its own AI analytics experience on top of the semantic layer, including agent-to-agent use over MCP, rather than relying only on Cube's own chat screen.
- Embedded iFrames and Creator Mode
- iFrames are the fastest drop-in route for chat and dashboards, and Creator Mode lets customers make their own workbooks and dashboards inside the host application.
How Cube handles your data
The pages opened for Cube were the homepage and pricing page, so the vendor's policy was not checked for training use, retention, hosting region or certifications. What the pricing page does show is Free-plan query history kept for one day, custom domains and multi-cluster deployment on Premium, and Bring Your Own Cloud, Bring Your Own LLM and SAML 2.0 SSO on Enterprise. A buyer with compliance needs should read Cube's security and legal pages before choosing a plan.
Where Cube falls short in practice
- Embedding sits on Premium. The Free plan excludes embedded features, premium LLMs, dbt integration, Cube Store caching and SSO, so testing a real embedded setup means paying at least $80 per developer per month.
- Developer pricing model. Seats are developers, and viewers come in as separate Explorer and Viewer roles at $40 and $20 per user per month, so the bill grows with the customer audience on Premium.
- Unpublished allowances. Starter's extended query limit is not published, Free's 1,000 compute requests per day are shared, and no currency code is shown on any plan, so budgeting needs a call.
Works with
Alternatives to Cube
Cube: common questions
How much does Cube cost?
Cube lists a free tier, Starter at $40 per developer per month, Premium at $80, and a custom Enterprise plan billed annually. Explorer roles are $40 and Viewer roles $20 per user monthly on Premium. The page shows a $ symbol without a currency code, as of November 2026.
Which Cube plan lets me embed dashboards?
Embedded dashboards and embedded analytics chat are on Premium at $80 per developer per month. The Free plan states it has no embedded features, and Starter does not list them. Enterprise includes everything in Premium plus single-tenant installation and Bring Your Own Cloud.
Does Cube have an API for building custom AI chat?
Yes. Cube names an Analytics Chat API for building custom AI analytics experiences and describes agent-to-agent use over MCP. It also names core Data APIs. The pages checked do not call these public, so confirm access terms for your plan.
What AI features does Cube include for free?
The Free plan lists a semantic model agent, analytics chat, workbooks and an MCP server, with 1,000 compute requests per day and 5 workbooks. Premium LLMs start on Starter. A team can prototype conversation over its metrics before paying. Ask Cube which models the premium LLM tier uses before enabling it for customers.
Has Cube published its data handling terms?
Not on the pages checked. The pricing page lists one-day query history on Free, but training use, retention beyond that, hosting region and certifications were not checked. The vendor's policy was not checked for this, so ask Cube for its security documentation.