Even if you use the Chrome GPO for settings, you need to set this for the home page of choice …

There is a registry setting in :

HKEY_LOCAL_MACHINE\SOFTWARE\Policies\Google\Chrome\RestoreOnStartupURLs

See: https://www.devtxt.com/blog/working-around-group-policy-settings-for-chrome-passwords-and-start-pages