Recent content by callumspa

A practical understanding of AI Customer Support starts with knowing what the system does well, where it is unreliable, and how to validate the result. One important area is cost control. Define what a good result looks like before changing tools or settings, then test one variable at a time so...

A useful way to look at A practical overview of Edge AI Devices for testing is to focus first on edge and devices. That tends to make the trade-offs easier to compare. It is usually easier to troubleshoot when each change is tested on its own.

This tutorial shows a simple repeatable way to work with AI Comparisons while focusing on data quality. Step 1: Define the result you want. Write down the output format, quality requirements, and any limits before you start. Step 2: Prepare a small representative example. Test with something...