Don't guess: How to benchmark your AI prompts

Stop guessing with your AI prompts! Join me, Martin Omander, as I give you a clear "prompt ops" framework to test, benchmark, and automate your prompts like a professional engineer. Learn how to move from messy "prompt churn" to building reliable generative AI applications using Google Cloud's powerful tools.

In this tutorial, Martin guides you through a 3 stage framework (craft, benchmark, integrate) to manage your prompts from start to finish. Developers will learn how to use Google Cloud tools for rapid prototyping, get hard numbers with data driven benchmarking, and finally, build an automated CI/CD pipeline for true quality control, all while avoiding common pitfalls.

Resources:
Code Repo (Python Notebook & Node.js Scripts) → https://goo.gle/4h6GhLn
Current Evaluation library used in this video → https://goo.gle/4h8WbVf
New Evaluation library (which was still in Preview as this video was recorded) → https://goo.gle/4h890iN

Chapters:
0:00 - The problem with "prompt churn"
0:49 - The prompt ops framework
1:14 - Stage 1: "Craft" (Prototyping in Google Cloud Console)
2:50 - Stage 2: "Benchmark" (Getting hard numbers)
4:47 - Stage 3: "Integrate" (Automating with CI/CD)
6:34 - Final thoughts: From guessing to engineering

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Speakers: Martin Omander
Products Mentioned: Google Cloud Console