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Most companies still aren't measuring AI coding tools

AI adoption is soaring, but 82% of organizations still aren't measuring the impact of AI coding tools.
August 20, 2025

Estimated reading time: 5 minutes

While AI adoption is high and tech leaders boast big productivity gains, LeadDev’s AI Impact Report reveals the real challenge is measuring what matters. 

In just a few years, AI coding assistants have gone from curiosity to commonplace. Tools like GitHub Copilot, once experimental, are now embedded in daily workflow across the industry. 

According to LeadDev’s AI Impact Report 2025, 98% of respondents are at least exploring the use of AI tools and models, yet the most common challenge for 60% of respondents was a lack of clear metrics to evaluate their impact. 

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