| CPC G06F 11/327 (2013.01) [G06F 11/1458 (2013.01)] | 20 Claims |

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1. A system for auditing contextual messages between users in copy management systems to reduce failure rates of copy management jobs, comprising:
one or more processors; and
a non-transitory computer readable medium storing a plurality of instructions, which when executed, cause the one or more processors to:
audit, by a machine-learning system, messages, communicated internally in a copy management system, about copy management jobs, and learn relationships between message requests for user actions and subsequent results of the copy management jobs;
create a snapshot of a part of copy management content which is displayed by a user interface, and which is selected by a user of a copy management system as context for a message from the user;
create a hyperlink in the message to the snapshot which depicts the part of the copy management content;
store user entries for identifying at least one intended recipient, a time when the message is available for the at least one intended recipient, and text for the message;
determine, by the machine-learning system, a relationship measure between unanswered requests for a user to perform an action on a copy management job and subsequent failures of the copy management job, in response to a determination that the message requests for the user to perform the action on the copy management job;
send, by the machine learning system, the message to a system-selected administrator, via an internal communication channel of the copy management system, in response to a determination that the relationship measure satisfies a relationship threshold; and
output the context for the message to a user interface associated with the system-selected administrator, in response to a selection of the hyperlink in the message to the snapshot by the system-selected administrator, wherein the context for the message enables the system-selected administrator to respond to the message.
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