Teradata is introducing the Teradata Factory, extending the Teradata Autonomous Knowledge Platform with a fully integrated on-premises foundation for enterprises running AI and analytics in hybrid environments.
Built on Dell Technologies enterprise compute and storage, it unifies the complete Teradata software stack, including AI Studio, within a single management plane, supporting EDW, lakehouse, and advanced AI workloads with enterprise-grade performance, private AI, and hybrid/multi-cloud flexibility built in, according to Teradata.
Autonomous Knowledge is the ability of an enterprise software platform to turn structured and unstructured data, operating models and experience into trusted, governed understanding, decisions and actions.
Grounded in industry-specific data, semantics, and lineage, it provides the business context for agentic AI to sense, decide, and act reliably and repeatedly across systems and tools—with minimal human intervention—while learning and improving over time, the company said.
Key elements include:
- On-premises foundation for an AI-native, agentic enterprise
- Integrated and ready to run with CPUs and GPUs
- Modular scale with predictable economics
- Workload management between mission-critical and experimental
- Open and hybrid by default with OTF support
Because Dell Technologies is a strategic collaborator for this on-premises deployment, Teradata integrates with the Dell AI Factory and Dell AI Data Platform. This enables the underlying data management foundation to ensure enterprise data is AI-ready: curated, governed, and accessible at the speed AI demands, the companies said.
Teradata delivers the fully integrated software stack, management plane, and customer experience as a complete Teradata product.
"The data platform and the AI platform are converging—yet most enterprises are still running AI far from their most critical data. The Teradata Factory brings EDW reliability, lakehouse flexibility, and AI horsepower together in a single on-premises system—so enterprises get the full performance of the Teradata Autonomous Knowledge Platform wherever their data, regulations, and agents require,” said Sumeet Arora, chief product officer, Teradata.
The Teradata Factory is expected to be available in Q3 2026.
For more information about this news, visit www.teradata.com.