| CPC G06F 21/604 (2013.01) | 20 Claims |

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1. A computer implemented method to determine an expected time needed to complete an onboarding process of a customer to a managed service, wherein the managed service is a service that remotely manages information technology (IT) infrastructure and/or user systems and the onboarding process includes loading data regarding the customer's devices and/or users into an IT service management (ITSM) system, the method comprising:
receiving, from the customer, a request for the expected time needed to complete the onboarding process of the customer to the managed service, the request including information regarding the customer to onboard;
determining that one or more features from the information regarding the customer are relevant to the expected time needed to complete the onboarding process based on a correlation between the one or more features and historical customer onboarding times;
determining, using a machine learning (ML) model, the expected time needed to onboard complete the onboarding process of the customer to the managed service based on the one or more relevant features; and
providing the determined expected time needed to onboard complete the onboarding process of the customer for presentation to the customer.
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