Jellyfish
UnclaimedEngineering intelligence platform to track delivery and AI impact
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About Jellyfish
Engineering leaders adopting AI tools often lack visibility into whether higher code volumes translate into real business value. Traditional engineering metrics fail to measure AI tool ROI, token costs, and new pipeline bottlenecks.
Jellyfish is a software engineering intelligence platform that connects engineering work, AI tool usage, costs, and team capacity to business outcomes. It provides visibility into how human developers and AI agents collaborate across the software development lifecycle.
The platform tracks operational metrics such as throughput, cycle times, and DORA metrics alongside vendor spend and token costs. Engineering organizations can evaluate AI workflow adoption, analyze team friction through developer surveys, and query delivery data using conversational assistants.
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- Agentic engineering
- Analytics and insights
- Automated reporting
- Custom metrics
- Customer surveys
- Performance monitoring
- Spend management
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