“offers the promise of accelerating feedback cycles (i.e., decreasing the PR cycle time by 30.8%), alleviating reviewer workload (i.e., reducing the number of human-written comments by 35.6%), and improving overall software quality (i.e., finding errors with actionable suggestions).”
AtlassianPublished by the organization itself (paper), no named author
Atlassian sells AI or agent tools or services, so it has a reason to publish flattering numbers about AI. The passage stays in the archive; read it with that in mind.
How this was checked
Checked against the source by a first reader, then confirmed independently by a second reader who fetched the source without seeing the first reader's notes (Independent review agent (Claude Sonnet), blind second pass from passage text and citation only, no repository access, 2026-11-06).
Fetched the arXiv abstract page with curl and stripped the tags. The Abstract contains this sentence exactly, including the 30.8% and 35.6% figures. It is the authors' own abstract.
How to cite this passage
Atlassian, “RovoDev Code Reviewer: A Large-Scale Online Evaluation of LLM-based Code Review Automation at Atlassian”, arXiv (Atlassian researchers; accepted at ICSE 2026, SEIP track), 2026-01-05, at Abstract. https://arxiv.org/abs/2601.01129 Archived at https://the-ai-record.com/passages/atlassian-rovodev-code-reviewer-decreasing-pr-cycle-time-2026
AtlassianPublished by the organization itself (paper), no named author