Ship AI-native analytics inside your product
Give your customers an AI analyst that answers in plain language — multi-tenant, governed, and grounded in your model. Brex and 400+ companies build on Cube: drop in via iframes, build with our APIs, or ship a fully custom agent over MCP.
and 50+Adding an AI agent is the easy part
- The hard part is governanceMaking it safe to point at your customers' data is the real work — Cube was built around the semantic layer from day one.
- Grounded in your modelEvery answer runs through your metrics and permissions, so the agent can't invent a number.
- No cross-tenant leakageRow-level security isolates every tenant, by construction.
Four ways to embed. One semantic layer underneath. Start with a drop-in iframe and graduate to a fully custom agent without re-platforming — every surface runs on the same governed model, so you move between them as your product grows.
Drop in an iframe
The fastest path to embedded analytics — Analytics Chat and dashboards, live in your app in an afternoon.
Let your customers build
Embed the full Cube workspace so your users build and share their own workbooks and dashboards — point-and-click or in SQL — inside your branding and your governance.
Build a custom agent
Wire a bespoke AI experience over a streaming API — your UI, your conversation flow, agent-to-agent over MCP.
Go straight to the data layer
Maximum control — query the governed model directly over REST, GraphQL, or SQL and build whatever your product needs on top.
Your product's look. Your agent's name.
- Themes and typographyMatch your design system — colors, type, and layout primitives.
- Your brandingCustom logos and wordmarks, with no Cube branding your customers see.
- Your agentCustom agent name, prompt persona, and avatar.
Multi-tenant by construction. Proven in production.
- Real multi-tenancyRow-level security flows from your model to each customer's permissions, with no leakage.
- Fast under loadPre-aggregations and Cube's caching keep it fast at high concurrency — the same caching Brex runs on.
- Enterprise-gradeSOC 2 Type II, RBAC, encryption at rest and in transit, and BYOK for the hardest tenants.
“We integrated Cube Cloud smoothly with ClickHouse, leveraging both for fast query execution while maintaining the abstraction needed for different teams to access data without diving into database-specific complexities.”Read the story
Teams shipping embedded analytics on Cube
“The future of reporting isn't a chart, it's an insight. Large language models are becoming a commodity — the LLM is the engine, but the semantic layer is the map. A well-modeled ontology is the difference between 'I don't understand that question' and a correct, contextualized answer with a chart and a clear explanation. Cube gives us the foundation to make that real for every customer.”
Read the story“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.”
“We integrated Cube Cloud smoothly with ClickHouse, leveraging both for fast query execution while maintaining the abstraction needed for different teams to access data without diving into database-specific complexities.”
“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.”
Ship analytics your customers can trust
Multi-tenant, governed, grounded in your model.