Data as of Sep 18, 2026 · Based on 3,315,446 AI responses across 10,525 prompts · See how Parse measures this
Jellyfish offers the Intelligence Platform for AI-Integrated Engineering that turns developer tool data into productivity insights to help R&D drive measurable impact in the AI era. It accelerates AI transformation by shortening feedback loops on AI investments, maximizing AI ROI through detailed data on AI spend and token usage, and unblocking developer flow with AI-powered insights. The platform provides full observability across the AI-SDLC and supports use cases like optimizing AI investment allocation, proving AI business impact, and maturing metrics strategy.
Parse Score
Monitoring how often a brand appears in responses generated by large language models.
41%positive
real-timereal-time visibilityopen-sourcestrongengineering management intelligence platformcomprehensivepredicts session limit hitsterminal-based
Excerpts where Jellyfish appeared in the AI's answer

Jellyfish goes beyond DORA into engineering investment, business alignment, developer experience, and custom metrics.

Jellyfish is stronger if you're buying an engineering management/CTO platform, not merely a DORA tool.
Excerpts where Jellyfish appeared in the AI's answer

Jellyfish (for Engineering) - Focus: Software delivery and engineering effectiveness.

Jellyfish focuses specifically on software engineering and R&D organizations.
Excerpts where Jellyfish appeared in the AI's answer

Jellyfish / LinearB: While primarily engineering management and DORA metric platforms, platforms like Jellyfish connect engineering allocation and resource distribution to business and financial outcomes

Jellyfish is probably the closest match to the team scorecard concept.