primeNumber Launches Autonomous Data Platform

IT LeadersFriday, October 16, 2026
  • •primeNumber began offering primeNumber ADP on October 15, 2026.
  • •The service detects specification changes and failures, then proposes fixes for affected data, metrics, and workflows.
  • •AI agents control the DWH, TROCCO, and COMETA through a management portal.

primeNumber began offering its autonomous data platform, primeNumber Autonomous Data Platform (primeNumber ADP), on October 15, 2026. The service detects changes to connected systems and proposes AI-generated fixes for affected data and context, meaning data definitions and their intended meaning. It covers a data warehouse (DWH), the cloud ETL service TROCCO, and the metadata management service COMETA, controlled by a group of AI agents through a management portal.

The agents examine data pipeline run histories, schema changes, and lineage—the path data takes from its origin to where it is used—and propose data or context updates when needed. The service addresses the challenge of data operations falling behind business and system changes. For example, when a retailer's POS system changes its CSV format, the data ingestion process and dependent downstream tasks must be revised; until those fixes are complete, teams can use only old data.

The service detects business changes, such as revisions to internal metrics or shifts in regulation and markets, as well as changes to connected systems and data pipeline failures. It identifies affected data, metrics, and workflows, proposes fixes, and updates related context such as glossaries, metric definitions, and the reasoning behind past decisions. Companies can choose to skip human approval for low-risk changes. Logs record AI agents' proposals and actions, as well as human decisions, so users can check when, what, and why something changed.

The platform also handles requests for data needed for analysis or business initiatives. It checks whether the required data exists in a DWH or data lake and, if not, proposes steps to bring it in from business systems, file servers, or external open-data APIs. primeNumber also offers consulting, implementation, and operational support. Because monitoring scope, agent roles, the boundary between AI-assigned work and human decisions, and metric and glossary definitions vary by company, primeNumber designs them with each customer. The article was published on October 16, 2026.