Data boundaries
Keep selected video and derived events within an environment defined by your governance team.
On-premise processing
Design a controlled processing environment around the data boundaries, integrations, governance, and operating model your organization requires.

Keep selected video and derived events within an environment defined by your governance team.
Plan the interfaces to VMS, storage, identity, event, and operational systems already in use.
Size GPU, storage, network, and redundancy around the streams and models being evaluated.
Define patching, model updates, monitoring, credentials, backups, and support before production.
Governance without shortcuts
An on-premise design can reduce unnecessary transfer of raw video, but it still needs access controls, retention policies, network segmentation, encryption, patching, and a documented purpose for the data.
The deployment should be reviewed with the teams responsible for security, infrastructure, and the physical operation.
From architecture to operating system
Plan controlled processing