An information technology (IT) network includes configuration items (CIs) that may constantly change, where the CIs describe hardware components or software components that are configured to operate on the IT network. Machine learning techniques can be employed determine whether a CI has been changed (e.g., added, updated, or removed) in the IT network. For example, a software code or a log message associated with a CI can be analyzed to determine whether the CI is a newly added or updated within the IT network.