Data as of Aug 16, 2026 · Based on 3,131,739 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.
Tone of voice
53% of how AI describes Jellyfish reads positive.
Words AI uses
AI reaches for real-time · real-time visibility · engineering management intelligence platform when it describes Jellyfish.
Rivals
Swarmia is the brand AI weighs against Jellyfish most.
Sources
jellyfish.co shapes more of what AI says about Jellyfish than any other source, at 58% of its citations.
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Excerpts where Jellyfish appeared in the AI's answer

Jellyfish is better when the audience is VP Engineering/CTO/CFO/board and you need to connect delivery metrics to engineering investment

Jellyfish stands out if your biggest questions are: Where is engineering time going?
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.