Atlassian survey shows AI time-savings claims fell from 68 to 26 percent

Last year, two out of three developers told Atlassian they saved more than ten hours a week with AI. This year, it is one in four. The share fell from 68 percent to 26 percent, according to Atlassian's State of Developer Experience 2026. InfoQ wrote up the finding in a report by Steef-Jan Wiggers.

Adoption kept rising over the same period. The report says 95 percent of developers and 96 percent of engineering leaders say their organisation uses AI in engineering. The sample is 1,155 developers and 405 engineering leaders surveyed during 2026.

Where the time goes now

The report lists the top sources of daily friction. Finding information leads at 51 percent. Meetings sit at 50 percent. Context switching is 45 percent and technical debt 44 percent. Coding is not on the list and never has been. The report also says 49 percent of developers now spend four or more hours a week managing AI tools. Among leaders, that figure is 57 percent. Sixty-five percent of developers say they spend time correcting AI-generated work that missed the intent. For leaders, it is 72 percent.

The pattern Atlassian names is that time saved writing code is spent on reviewing and correcting AI output. Taroon Mandhana is Atlassian's CTO for AI and Teamwork. He said in the report that "the bottleneck has moved to managing AI's work".

What the report will not say

Atlassian puts a limit on its own numbers in the body of the report. The findings "reflect self-reported experience and perception, not system-level telemetry such as deployment frequency, cycle time, or revenue impact". The report says associations in the data "should not be interpreted as causal proof". The comparison base also changed year on year. The 2025 edition surveyed 3,500 developers and managers in six countries. The 2026 edition surveyed 1,560 people. Fieldwork dates are not published for either.

Measurement is the harder problem

Sixty percent of developers say AI use is treated as a productivity signal in their organisation. Forty-one percent say they sometimes use AI more than needed because they feel expected to. Only 42 percent of leaders say they have the right metrics to tell real gains from activity. One trend has run the same way for three years. The share of developers saying leadership does not fully understand the challenges they face is rising. It was 44 percent in 2024, 63 percent in 2025 and 66 percent in 2026.

One caveat applies to the whole report. Atlassian sells developer tooling. Its finding points at the need to formalise AI delivery, which also happens to be what Atlassian sells. The numbers come from the survey. The policy conclusions are the vendor's.

Source

InfoQ report on the Atlassian State of Developer Experience 2026. Atlassian's own report page.