I got it, I was using the code from the developer site that was set to SANDBOX by default. This line of code:

$response = $controller->executeWithApiResponse(\net\authorize\api\constants\ANetEnvironment::SANDBOX);

Needed to be changed to

$response = $controller->executeWithApiResponse(\net\authorize\api\constants\ANetEnvironment::PRODUCTION);

Problem solved.