kitio.aiCube vs Kater
A side-by-side look at pricing plans, free tiers, features, pros and cons, updated for 2026. Cube starts at $40/mo and Kater starts at See pricing page. Check both pricing pages for current plans.
At a glance
Best for
Category
Pricing model
Starting price
Free plan
Made by
Based in
Rating
Key features
- Semantic layer modeling
- Analytics chat
- MCP server for agents
- Embedded dashboards
- Cube Store caching
- Workbooks
- Data Playbooks
- Butler AI assistant
- Shared semantic layer
- SQL-based reports
- Decision tracking
| Feature | Cube | Kater |
|---|---|---|
| Best for | Semantic layer and agentic BI for teams, agents and embedded analytics | Data playbooks that guide teams from a question to next steps |
| Category | Data & analytics | Data & analytics |
| Pricing model | Freemium | Freemium |
| Starting price | $40/mo | See pricing page |
| Free plan | Yes | Yes |
| Made by | Cube Dev | Kater |
| Based in | United States | – |
| Rating | No ratings yet | No ratings yet |
| Key features |
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Pricing compared
Cube starts at $40/mo and Kater starts at See pricing page. Check both pricing pages for current plans.
Free plan
Cheapest paid plan
Top plan
Free trial
4 plans
Free
Free
- Connect any data source
- Semantic layer IDE
- Analytics chat
- MCP server
Starter
$40/mo
- Per user
- Premium LLMs
- Unlimited workbooks
- Semantic Layer Sync
Premium
$80/mo
- Per user
- Explorer and viewer roles
- Embedded dashboards
Enterprise
Custom
- Audit logging
- VPC peering and PrivateLink
- Custom roles
Prices in USD, checked Oct 29, 2026 or later. Plans change often, so confirm on each tool's site before you buy.
Pros and cons
Cube
- One metric definition for people and agents
- Free plan includes the MCP server
- Works with major cloud warehouses
- Requires data modeling work up front
- Embedded dashboards need Premium
- Dedicated compute costs extra per hour
Kater
- Answers follow analyst-defined logic
- Cuts follow-up requests to the data team
- Tracks decisions made from data
- Needs upfront playbook setup
- Plans and prices not published
- Less suited to ad hoc exploration
Which one should you choose?
Choose Cube if you want:
- One metric definition for people and agents
- Free plan includes the MCP server
- Works with major cloud warehouses
Watch out: requires data modeling work up front.
Choose Kater if you want:
- Answers follow analyst-defined logic
- Cuts follow-up requests to the data team
- Tracks decisions made from data
Watch out: needs upfront playbook setup.
Cube vs Kater FAQ
What is the difference between Cube and Kater?
Cube: Semantic layer and agentic BI for teams, agents and embedded analytics. Kater: Data playbooks that guide teams from a question to next steps. Both are data & analytics tools.
Is Cube or Kater cheaper?
Cube starts at $40/mo and Kater starts at See pricing page. Check both pricing pages for current plans.
Do Cube and Kater have free plans?
Cube: Yes. Kater: Yes.
Who makes Cube?
Cube is made by Cube Dev, based in United States.
Who makes Kater?
Kater is made by Kater.
Which should I choose, Cube or Kater?
Choose Cube if you value one metric definition for people and agents and free plan includes the mcp server. Choose Kater if you value answers follow analyst-defined logic and cuts follow-up requests to the data team.