Published Oct 15, 2026
| Starting Price | Per-editor monthly: low-to-mid-hundreds for Professional; mid-hundreds for Team; Enterprise custom | Public pricing varies by edition; public materials show multiple editions | Public starting prices for Creator-level editions are often presented in third-party comparisons as comparable to other mid-market BI offerings |
| Primary Focus | Data teams + cross-functional stakeholders looking for notebooks + apps + AI in one workspace | Search/AI-driven self-serve BI for broad audiences; embedded analytics focus | Mature BI dashboards, broad visualization capabilities, enterprise standardization |
| Key Strength | Unified notebook-to-app workflow; collaboration; AI-assisted analysis and app building | Natural language/search-driven analytics; embedding options; enterprise BI patterns | Deep visualization capabilities, ecosystem, broad talent pool, enterprise familiarity |
| Key Weakness | Visualization depth and dashboard interactivity limitations versus BI leaders; performance complaints at scale | Pricing and packaging complexity and consumption predictability concerns (varies) | Less notebook-native; often requires separate tools for data science workflows |