Acceldata Launched xFactory for Private AI Development

The new platform allows enterprises to build AI agents without moving their data, focusing on speed and governance.

Updated on Sept. 30, 2026 in Artificial Intelligence

Isometric editorial illustration featuring stacked rectilinear data prisms and structural pillars in deep teal and oxblood, representing enterprise AI data architecture. — Acceldata launched xFactory, a new software platform that enables enterprises to build and deploy AI agents while maintaining strict data governance within existing environments. AI Illustration. Upload story photo >

Live Poll

Do you trust that businesses can maintain data security while accelerating their artificial intelligence adoption?

Acceldata has launched xFactory, a platform designed to streamline the development of AI agents, applications, and analytics within existing data environments. The software is currently available through an early access program for existing xLake customers.

Why it matters

The platform addresses the ongoing conflict between the demand for rapid AI deployment and the necessity of strict data control. By enabling AI to operate directly on existing data stacks, it provides a method to maintain governance while scaling internal applications.

The system includes more than 100 pre-built governed integrations, supporting stacks like Apache Spark, Trino, Apache Kafka, and the Hadoop ecosystem. It also connects to major platforms including Snowflake and Databricks.

The players

Acceldata

A California-based company that provides data observability and management tools designed for enterprise-scale data stacks.

The details

xFactory operates on the xLake platform and functions by allowing AI applications to access data in its existing location, eliminating the need to consolidate disparate data sources. During runtime, the software automatically enforces governance rules, such as data quality, lineage, and sovereignty controls, ensuring that security policies are maintained as the agents execute.

2018: Acceldata was founded in California.
September 30, 2026: Acceldata launched xFactory.

The Tech Race

The xFactory launch builds upon the existing architecture of the xLake platform. It marks a shift from passive data observability to active AI development, positioning Acceldata directly against established data integration and AI orchestration providers.

The software is currently limited to existing xLake customers participating in an early access program. Users can expect to bypass traditional data consolidation workflows, though specific implementation timelines for non-customers remain unannounced.

The takeaway

xFactory aims to reduce the friction between AI development and data security by enforcing governance rules automatically during runtime. Prospective users should watch for a public roadmap update from Acceldata to determine when the platform will expand beyond its current early access cohort.