The share of developers who say AI saves them at least 10 hours a week fell from 68 percent to 26 percent in Atlassian’s latest developer-experience survey. Adoption is now nearly universal: 95 percent of developers and 96 percent of engineering leaders say their organizations use AI in engineering.
The 2026 report surveyed 1,155 individual contributors and 405 leaders. Eighty-seven percent of developers still believe AI helps them ship faster, yet only 28 percent report noticeably less friction. Nearly half spend at least four hours each week managing AI tools, and 65 percent say they correct generated work that missed the original intent.
Longstanding obstacles remain. Finding information, meetings, context switching and technical debt all rank above coding as sources of friction. Sixty percent say AI usage is treated as a productivity signal, and 41 percent sometimes use it more than necessary because they feel expected to. Only 42 percent of leaders believe they have metrics that distinguish useful outcomes from activity.
The headline comparison needs caution. The results describe perceptions rather than deployment frequency, cycle time or revenue, and cannot prove that AI caused any change. The respondent pool also shrank from 3,500 people across six countries in 2025 to 1,560 this year. Teams should therefore measure accepted work, rework and end-to-end delivery time rather than treating tool usage or recalled hours as productivity.