# AUTOMATION AT SCALE

## Scale your data teams without increasing headcount

### Query in natural language

Automate ad-hoc analysis and reporting using natural language, no SQL required.

### Ask follow-up questions

Refine reports iteratively with conversational follow-ups—no need to restart.

### Get answers without the wait

Generate charts, summaries, and insights instantly with just a question.

# DEEP CONTEXT

## Enforce consistent semantics, grounding on a single source of truth

### Consistent business logic across the org

Cube Cloud’s semantic layer keeps metrics and logic aligned across all tools and teams.

### Governed, semantic SQL generation

Agents generate SQL from semantic models and policies, ensuring built-in consistency.

### Create new, governed metrics on demand

Agents can derive new metrics based on trusted, existing definitions, even if they're not part of the base model.

# FULL VISIBILITY AND CONTROL

## Explain every agent’s decision to create confidence in AI outputs

### Full control over agent behavior

Agents follow defined rules and permissions, giving teams full control.

### Know what’s behind every answer

Every insight explains its SQL, sources, and assumptions for easy validation.

### Verify and govern outputs

Admins can certify agent reports, turning them into trusted, reusable assets ready for audit.

# INTEGRATIONS

## Accelerate insight-to-action with seamless tool integration

### Integrate seamlessly into daily workflows

Use A2A, MCP, or iframe embedding to integrate with tools your teams already use.

### Accelerate value through agent collaboration

Orchestrate agents to automate end-to-end tasks, speeding up analysis and decisions.

### Save, reuse, and act on insights

Save and reuse queries in workbooks or export to other formats.

## Built to fit your data stack

## Customer stories

> Cube becomes our single source of truth for metric definitions and powers everything from customer-facing dashboards to AI-driven quarterly business reviews. CSMs gain back dozens of hours each quarter, enabled by Cube’s semantic layer and agentic analytics.
> 
> **Anthony Cronander**  
> Senior Analytics Engineer, Drata  
> [Read the Story](/content/case-studies/drata/index.html)

> Without Cube, our data analysts might have to write 20 different queries for a single core business metric. With Cube, that metric is defined once in the data model, and every downstream tool uses that definition along with the associated calculation logic.

> **Dr. Jun Huang**  
> Global Head of Data Science at Alcon  
> Read the Story

> My first impressions of Cube are genuinely exciting. There’s clearly immense potential; it represents a vast improvement in Cube’s already powerful AI capabilities that will significantly enhance how we derive clear, actionable insights and become an increasingly core element of our multi-agent system. I’m particularly impressed by its advanced ability to help us and our end users dynamically interpret our data, effectively making our existing AI systems more powerful and responsive.

> **Tim Handley**  
> Chief Product and Technology Officer at Welbee  
> Read the Story

> With Cube, we’ve been able to speed up time to release a new data model to production by 5x and decrease analytics downtime by 90%.

> **Alessandro Lollo**  
> Senior Data Engineer at Cloud Academy  
> Read the Story

## The Use Cases of Cube

### [Embedded Analytics](/content/use-cases/embedded-analytics/index.html)

Build consistent, secure, and performant embedded analytics.

### [Real-time Analytics](/content/use-cases/real-time-analytics/index.html)

Trust your real-time data with a stack designed for consistency and speed.

### [LLM & AI Semantic Layer](/content/use-cases/llm-and-ai-semantic-layer/index.html)

Bring context to AI chatbots and LLMs

### [Modern Cloud OLAP](/content/use-cases/modern-cloud-olap/index.html)

Bridge the Gap Between your Modern Data Stack and Spreadsheets

## Latest in Cube

[Cube Agentic Analytics](/content/blog/cube-agentic-analytics/index.html)  
  
[What's New in Cube: Fall 2025 Product Updates](/content/blog/whats-new-in-cube-october-2025-product-updates/index.html)  
  
[Cube Native AI/BI Frontend](/content/blog/cube-native-ai-bi-frontend/index.html)