Fulcrum
Fulcrum ships MCP server and AI Toolkit to let AI assistants build and query field data forms
Comparison · Analytics
Cube vs Omni
A side-by-side editorial comparison of Cube and Omni — release velocity, themes, recent moves, and the top alternatives to consider.
Cube vs Omni: at a glance
| Feature | Cube | Omni |
|---|---|---|
| Sector | Analytics | Analytics |
| Velocity score | 6.3 | 6.3 |
| Sparks · 30d | 0 | 1 |
| Top themes | semantic layer, embedded analytics, ai agents, governance | bi-analytics, embedded-analytics, ai-agents, semantic-layer |
| Last editorial update | 4mo ago | 1d ago |
| Website | — | Visit → |
What is Cube?
Cube ships Creator Mode and a Slack agent — embedded BI and agent surfaces in the same month.
Cube is shipping weekly across three coherent fronts: AI agent surfaces (Slack Agent for ad-hoc questions, Analytics Chat under the hood), embedded analytics (Creator Mode lets customers embed the full Cube app, not just dashboards), and the semantic-layer fundamentals (calculated fields in Explore/Workbook, workbook versions, custom chart palettes, refined filtering). Earlier in the period, data masking, the Viewer role, and scheduled-screenshot notifications rounded out the governance and distribution story.
What is Omni?
Omni's Apps reach general availability, completing its embedded analytics platform pitch.
Omni is operating on three fronts in parallel: a governed BI workspace for analysts, an AI agent layer including Omni Agent and AI Routines connected via MCP, and an embedded analytics platform for product teams. The AI semantic model generation hitting GA in July and embedded Apps hitting GA in August represent the two most significant capability milestones in recent months — both cross the line from preview to production-ready commitment.
Cube vs Omni: editorial side-by-side
Cube
6.3ANALYTICS
Cube ships Creator Mode and a Slack agent — embedded BI and agent surfaces in the same month.
◆ Current state
Cube is shipping weekly across three coherent fronts: AI agent surfaces (Slack Agent for ad-hoc questions, Analytics Chat under the hood), embedded analytics (Creator Mode lets customers embed the full Cube app, not just dashboards), and the semantic-layer fundamentals (calculated fields in Explore/Workbook, workbook versions, custom chart palettes, refined filtering). Earlier in the period, data masking, the Viewer role, and scheduled-screenshot notifications rounded out the governance and distribution story.
◆ Where it's heading
Two compounding bets: (1) the semantic layer + AI agent combination is the moat — every release deepens what an agent or human can do over governed data without writing SQL, and (2) embedding goes from "put a dashboard in your app" to "give your users a full BI app inside your product." These are complementary — Creator Mode is more compelling when the embedded experience can also answer questions in Slack and self-heal queries with calculated fields.
◆ Prediction
Expect Creator Mode to grow more embedding controls (white-labeling, role mapping, audit) since it's positioned for ISVs serving downstream customers. The Slack Agent likely gets siblings (Teams, in-app chat) and tighter wiring to dashboards so an agent can produce a chart, save it, and share it back. Calculated Fields expansion (filtered measures, more types) is already telegraphed in the release notes.
Omni
6.3ANALYTICS
Omni's Apps reach general availability, completing its embedded analytics platform pitch.
◆ Current state
Omni is operating on three fronts in parallel: a governed BI workspace for analysts, an AI agent layer including Omni Agent and AI Routines connected via MCP, and an embedded analytics platform for product teams. The AI semantic model generation hitting GA in July and embedded Apps hitting GA in August represent the two most significant capability milestones in recent months — both cross the line from preview to production-ready commitment.
◆ Where it's heading
The product is converging on a stack that spans the full data workflow: governed modeling, AI-assisted analysis, agentic automation (Routines, MCP tools), and embedded delivery (Apps). Each surface is advancing simultaneously, which points to a deliberate platform strategy rather than feature prioritization. Omni is positioning the integrated stack — governed data with AI on top, deployable anywhere — as its competitive wedge against both traditional BI tools and AI-native data startups.
◆ Prediction
AI Routines and MCP tools will likely expand toward write operations or workflow triggers, moving from query-and-report toward agentic data operations. The embedded Apps surface will add white-labeling and more deep customization options as enterprise product teams push on it post-GA.
Alternatives to Cube and Omni
Other Analytics products tracked by Sparkpulse, ranked by recent ship velocity. Each card links to a full editorial trajectory and lets you pivot into a head-to-head comparison with either Cube or Omni.
Holistics
Holistics builds AI governance and docs-as-analytics in parallel, shipping both weekly
dbt Core
dbt 2.0 enters final RC with beta Snowflake interactive_table materialization and full ClickHouse MV support.
OpenHouse
OpenHouse breaks ground on Iceberg views while tightening storage lifecycle and authorization
Lightdash
Lightdash is cutting its dbt dependency and building AI-powered authoring into every layer of its BI stack.
Keboola
Keboola's Kai AI assistant hits GA, completing the pivot from data platform to AI-native pipeline orchestration layer.
Recent activity from Cube and Omni
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1d agoOmniSkills API, Composite Topics API, and Undo/Redo Navigation
- 6d agoOmniApps Reach General Availability; Dashboard PNG Exports via MCP ⚡
- 14d agoOmniOmni Agent Dashboard Editing, AI Chat Memory, CLI v1.2
- 21d agoOmniEmbedded Apps Preview, Databricks Query Tagging, Forecasting Controls
- 28d agoOmniDefault Filters on Composite Topics, Dashboard Query Stopping
- 1mo agoOmniFull-Screen Presentation Mode, searchDashboards MCP Tool
- 4mo agoCubeCustom chart palettes
- 4mo agoCubeCreator Mode: embed the full Cube application ⚡
- 5mo agoCubeSlack Agent Anyone in your Slack workspace can now send a direct message to the Cube app and get AI-powered answers from the Analytics Ch…
- 5mo agoCubeFilters Update The filtering experience across Explore, Workbooks, and Dashboards has been updated.
- 5mo agoCubeWorkbooks Versions With workbook versions, users can roll back changes to their workbooks and restore the state of the workbook as it was…
- 5mo agoCubeCalculated Fields Calculated fields let you define query-level calculations — such as custom measures or dimensions — directly from the E…
Frequently asked questions
What is the difference between Cube and Omni?
They serve adjacent needs but don't currently overlap on shipped themes. Cube and Omni are shipping at a similar cadence (velocity 6.3 vs 6.3, both within Sparkpulse's "active" band). See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Is Cube better than Omni?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Cube and Omni are shipping at a similar cadence (velocity 6.3 vs 6.3, both within Sparkpulse's "active" band). For your specific use case, the alternatives sections above list other Analytics products to evaluate alongside.
What are the best alternatives to Cube?
Top Cube alternatives in Analytics are ranked by recent ship velocity. Browse the "Cube alternatives" section above for the current picks, or visit /alternatives/cube for the full list with editorial commentary on each.
What are the best alternatives to Omni?
Top Omni alternatives in Analytics are ranked by recent ship velocity. Browse the "Omni alternatives" section above for the current picks, or visit /alternatives/omni for the full list with editorial commentary on each.