Welcome to Azure @Geoff Campbell .
This guide will walk you through monitoring simple application metrics. The Diagnostics and solve problems blade however display's much more information. Since you're trying to determine response time, start with the various reports under Availability and Performance to gain understanding about what's causing your app's deficient performance.
If you have any further questions, please feel free to ask below.