How Mautic pairs Promptless with human review to catch up on docs

The Mautic open-source project has successfully addressed its documentation backlog by integrating Promptless, an AI-powered tool designed to automate documentation updates. Previously, documentation often lagged behind code releases because volunteer developers were stretched thin. By implementing a workflow where Promptless generates draft documentation based on code pull requests, Mautic has significantly improved its efficiency. The process includes a critical human-in-the-loop phase, where developers and the Education Team review AI-generated drafts for accuracy, style, and relevance before merging. This hybrid approach has reduced the documentation turnaround time from an average of 98 days to 27 days. Mautic emphasizes that while the AI accelerates the initial drafting phase, human oversight remains essential to ensure high-quality, accurate documentation. The collaboration highlights a scalable model for open-source projects struggling to maintain documentation consistency across multiple software versions.