What Tools Help Build and Maintain an AI Asset Inventory?
Kovrr, Thursday, July 9th, 2026
Kovrr compares GRC, MLOps, ITAM, and connected security platforms for maintaining an AI asset inventory.
Kovrr examines tools for managing an AI asset inventory, defined as a centralized, dynamic repository cataloging every AI system, model, component, API, and autonomous workflow.
It evaluates categories: GRC platforms align policy but stay passive and miss real-time shadow AI; MLOps tools monitor production models but ignore business consumption; ITAM/CAASM track hardware but struggle with API-driven AI; and connected AI security platforms integrate active telemetry from browsers, endpoints, and networks into unified governance. Effective platforms need continuous multi-source telemetry, dynamic automation, and edge-level policy enforcement.
The piece frames automated inventories as necessary for EU AI Act compliance deadlines and highlights Kovrr's risk-quantification approach.