Use when defect counts or reports are wrong (missing top-severity bugs, fixed items counted as new, unmerged duplicates) or bug filing and transitions need automating. One workflow for Jira, Linear, GitHub Issues and Azure DevOps: dedupe before filing, severity vs priority, lifecycle and CI filing.