Jellyfish

Jellyfish is the premier Engineering Management Platform (EMP) designed to provide visibility into engineering organizations' work, performance, and alignment. By 2026, Jellyfish has evolved beyond simple Git/Jira analytics into a comprehensive 'AI-for-Engineering-Operations' suite. Its technical architecture centers on the 'Jellyfish Allocation Engine,' which utilizes advanced Natural Language Processing and Machine Learning to automatically categorize engineering signals—such as commits, tickets, and PRs—into strategic buckets (e.g., Roadmap, Maintenance, Support). This allows CTOs to verify if their resources are focused on high-priority business goals. The platform integrates deeply with the modern SDLC stack, including VCS, project management tools, and HRIS systems, to provide a single pane of glass for organizational health. Its 2026 market position is defined by predictive capabilities, offering AI-driven forecasting for sprint completion and automated detection of developer burnout patterns. It is positioned as the 'ERP for Engineering,' moving the conversation from 'what is happening' to 'what will happen' and 'how do we optimize for impact.'