What are the key considerations for managing Al at scale?

Accountability, Auditability, Al Lifecycle, Security

Al objectives are met, proper control of Al $,$ should be able to apply Al management standards to all use cases

Al management standards should be indifferent to Al deployment choices, should be able to Apply Al management standards to all use cases

The Al Management model identifies a number of 'interfaces' or API's $-$ audit, monitor, snapshot, and so on$,$ which are decoupled from the underlying technology to realize the Al solution