Measuring and Orchestrating AI Across the Full Engineering Lifecycle
Atlassian, Tuesday, November 3rd, 2026
Atlassian and DX data show AI tool adoption above 95% among engineers, but innovation output has not kept pace with the gains.
This Inside Atlassian session draws on DX's Q2 AI Impact Report covering more than 500 organizations.
AI tool adoption among software engineers exceeds 95%, and engineers regularly using AI report saving more than 6 hours a week, with median pull request throughput doubling.
Onboarding has improved, with time for a new engineer to merge their 10th pull request down roughly 57-58% since early 2024.
Yet overall innovation output has barely moved, so the article urges leaders to stop measuring adoption and focus on end-to-end system capacity, connecting organizational context, orchestrating agents across the lifecycle and governing workflows with telemetry.