You can update the default billable rate for each role, task type, or colleague from Settings > Colleagues > Rate Plans.
Any changes made to these default rates will be reflected in any templates and active Work Items that have these default rates applied.
However, budget estimates within a Work Item that have been customized will remain at the customized rate chosen.