An accelerator manager validates an accelerator image using one or more suitable validation methods, which may include comparing results of running an accelerator with results of simulating the accelerator, comparing results of running an accelerator on two different programmable devices, and deploying the accelerator to a cloud of an accelerator provider and running the accelerator to determine whether the accelerator meets defined specifications. The accelerator manager can also report information about one or more accelerators to an accelerator provider and/or to a provider of a programmable device.