# 5 pitfalls to avoid when measuring DevEx in the AI era

DevFeed: [5 pitfalls to avoid when measuring DevEx in the AI era](<https://devfeed.tech/articles/5-pitfalls-to-avoid-when-measuring-devex-in-the-ai-era-2264.md>)

Original publisher: [Read original article](<https://www.datadoghq.com/blog/devex-measurement-pitfalls-ai-era/>)

Author: Candace Shamieh; Teddy Gesbert

Published: 2026-06-30T00:00:00Z

Content type: article

Language: en

Sources: [Datadog | The Monitor blog](<https://devfeed.tech/sources/datadog-the-monitor-blog.md>)

Topics: [devex](<https://devfeed.tech/topics/devex.md>), [code productivity](<https://devfeed.tech/topics/code-productivity.md>), [engineering-leadership](<https://devfeed.tech/topics/engineering-leadership.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Code review](<https://devfeed.tech/topics/code-review.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-adoption](<https://devfeed.tech/tags/ai-adoption.md>), [ai-impact](<https://devfeed.tech/tags/ai-impact.md>), [ci-cd](<https://devfeed.tech/tags/ci-cd.md>), [ci-visibility](<https://devfeed.tech/tags/ci-visibility.md>), [collaboration](<https://devfeed.tech/tags/collaboration.md>), [developer-experience](<https://devfeed.tech/tags/developer-experience.md>), [devex](<https://devfeed.tech/tags/devex.md>), [devops](<https://devfeed.tech/tags/devops.md>), [dora-metrics](<https://devfeed.tech/tags/dora-metrics.md>), [engineering-management](<https://devfeed.tech/tags/engineering-management.md>), [internal-developer-portal](<https://devfeed.tech/tags/internal-developer-portal.md>), [metrics](<https://devfeed.tech/tags/metrics.md>), [performance](<https://devfeed.tech/tags/performance.md>), [productivity](<https://devfeed.tech/tags/productivity.md>), [review](<https://devfeed.tech/tags/review.md>), [software-delivery](<https://devfeed.tech/tags/software-delivery.md>), [test-optimization](<https://devfeed.tech/tags/test-optimization.md>)

## AI overview

This article examines common pitfalls in measuring developer experience during the AI era. It argues that individual output metrics, including token consumption, lines of code, pull request counts, commits, and story points, can undermine trust and collaboration when treated as measures of personal productivity.

## Source excerpt

Don't mistake AI adoption for productivity. Learn how to avoid 5 common pitfalls when measuring DevEx, with practices from Datadog engineering