Cracking the Code: Measuring the Real Value of AI in Engineering Teams

As companies shift from simple AI tool distribution to high-cost token consumption models, engineering managers face the challenge of proving real business impact beyond vanity metrics. Success in the AI era requires moving past seat counts and lines of code toward a deeper understanding of how these tools actually transform developer velocity and output.