Measuring the Impact of AI Development Tools | eBook | Harness Resources

Investing in AI coding assistants is smart. But without clear measurement, proving their value is a challenge.

You're adopting AI code generation tools to enhance your engineering team's output, but how do you quantify the real return on investment? Without precise measurement, you're navigating in the dark, unable to identify true productivity gains or pinpoint areas for optimization. Justifying these critical AI investments becomes difficult.

This ebook is your essential guide. Learn how to effectively measure the impact of AI code generation on engineering team productivity and efficiency. Developed in collaboration with Google (DORA research) and Harness, this guide provides the frameworks and metrics you need to gain actionable insights.

You'll discover the essential metrics, learn to diagnose impacts, and see how to link AI-driven engineering efforts directly to measurable business outcomes. Get the data to optimize AI tool adoption, secure executive buy-in, and confidently lead your team's transformation.

Stop guessing and start measuring strategically.

In this eBook, you'll learn how to:

• Identify key metrics vital for tracking AI code generation impact.
• Diagnose and resolve hidden productivity bottlenecks.
• Clearly connect AI-driven improvements to tangible business outcomes.
• Avoid common pitfalls in measuring AI development tool effectiveness.
• Leverage AI Productivity Insights to quantify progress and justify AI investments.