Server 2012 R2 - RDS - "A remote desktop services deployment does not exist"

I've got Remote Desktop Services running in a Server 2012 R2 environment. 
There's these server/roles;
                            
RDSPRD00.cafenet.com - {RDS-RD-SERVER, RDS-CONNECTION-BROKER, RDS-WEB-ACCESS}
RDSPrd01.cafenet.com - {RDS-RD-SERVER, RDS-CONNECTION-BROKER, RDS-WEB-ACCESS}
RDSPrd02.cafenet.com - {RDS-RD-SERVER, RDS-CONNECTION-BROKER, RDS-WEB-ACCESS}

HQ-DC2012r2-1.cafenet.com- {RDS-LICENSING}

Problem is if I remote into RDSPrd01 or RDSPrd02 using mstsc /admin and then local powershell try to run anything like "Get-RDLicenseConfiguration" or "RDRemoteApp" or anything with "Set-RDSessionCollectionConfiguration", I'll get the following error:

[quote]Get-RDRemoteApp : A Remote Desktop Services deployment does not exist on RDSPrd01.cafenet.com. This operation can be
performed after creating a deployment. For information about creating a deployment, run "Get-Help
New-RDVirtualDesktopDeployment" or "Get-Help New-RDSessionDeployment".
At line:1 char:1
+ Get-RDRemoteApp
+ ~~~~~~~~~~~~~~~
    + CategoryInfo          : NotSpecified: (:) [Write-Error], WriteErrorException
    + FullyQualifiedErrorId : Microsoft.PowerShell.Commands.WriteErrorException,Get-RDRemoteApp[/quote]

I can run the commands fine on RDSPRD00 so I'm not sure what the deal is.

Online advice elsewhere has advised to run Powershell as Admin, which I am, or verify no "PendfingFileRenameOperations" are in the registry, and they aren't. I've also tried rebooting the servers, but run into the same issue. 

Applications are installed on these servers that are launchable. We have a remoteapps.cafenet.com website setup where we login to and then launch an application which could be round-robin'd from one of the RDSPRD servers.