Coginiti vs. AtScale
Beyond the Semantic Layer
AtScale defines and serves metrics. Coginiti operationalizes the meaning behind them — from SQL development through governed deployment, across every platform in your data estate.
AtScale is a strong semantic layer platform. Its virtualization engine natively speaks MDX, DAX, and SQL, giving it deep compatibility with the Microsoft BI stack. Backed by Snowflake Ventures and recognized by both GigaOm and Gartner, AtScale has earned its place among enterprise analytics teams.
But AtScale is a serving layer. It assumes the hard work of data quality, transformation, and governance has already happened somewhere else. Coginiti starts where AtScale stops.
Where Coginiti Goes Further
DataOps-First Workflow
The semantic layer is the capstone. Not the starting point.
AtScale serves governed metrics — but the data quality, transformation, and testing work that produces those metrics happens outside the platform. Coginiti integrates SQL development, CoginitiScript, Analytics Catalog, and the semantic layer into a single governed workflow. The meaning behind every metric is built, tested, and versioned before it reaches the semantic layer.
21+ Database Platforms
Your data estate is heterogeneous. Your semantic layer should be too.
AtScale connects to major cloud warehouses — Snowflake, Databricks, BigQuery, Redshift, and Azure Synapse. Coginiti connects to 21+ platforms including Oracle, IBM Db2, Netezza, Greenplum, Apache Hive, and more. Organizations with legacy and on-premises systems alongside modern cloud need a semantic layer that spans everything.
Security-Classified Environments
From commercial cloud to IL6 air-gapped networks.
AtScale operates exclusively in commercial cloud environments. Coginiti deploys across IL2 through IL6 classification levels, including fully air-gapped networks with no external connectivity. CAC-backed identity, Zero Trust architecture, FedRAMP alignment, and Gov Cloud infrastructure. For defense and intelligence organizations, this is where Coginiti has zero competition.
Side by Side
| Coginiti | AtScale | |
|---|---|---|
| DataOps Workflow | Data Workbench + CoginitiScript + Catalog + Semantic Layer | Semantic layer only |
| Database Platforms | 21+ (cloud, on-prem, legacy) | 5–6 major cloud warehouses |
| Security Classification | IL2–IL6, air-gapped, Gov Cloud | Commercial cloud only |
| Scripting Language | CoginitiScript (modular, testable) | SML (Semantic Modeling Language) |
| AI Agent Architecture | Smith (build) + Guide (consume) with governance boundary | Autonomous Semantic Layer (query optimization) |
See How Coginiti Compares in Practice
Go beyond the semantic layer. See the full-lifecycle platform in action.