Lead AI Transformation with Clarity
From early pilots to scaled programs, Jellyfish gives engineering leaders the data and guidance to measure AI progress, adapt quickly, and deliver lasting business impact.
Measure AI ROI
Quantify how AI impacts delivery, quality, and productivity across the SDLC using system-derived intelligence.
Optimize Tooling Investments
Compare assistants, agents, and tools in a unified framework to fund what works, cut waste, and invest with evidence.
Build AI-Enabled Teams
Understand how teams use AI, where impact happens, and how to scale successful workflows confidently.
“Thanks to Jellyfish, we now have granular AI adoption data and the ability to benchmark against non-Cursor users. With clear signals on where productivity gains are happening, we can take the learnings from the higher-performing teams and share them across the org so everyone can benefit.”
Ciaran McAuliffe
SVP of Software Development at Hootsuite
“Jellyfish gives us a picture of how Copliot is reshaping our organization. ”
Nicole Nunziata
Director of Technology Operations at Varo
The System of Record for AI in Engineering
Multi-Tool Comparison
Enablement Insights
Adoption Insights
Impact Insights
Link AI usage to throughput, quality, and delivery speed using real SDLC signals for a trusted view of AI’s effect on engineering.
AI Workflow Insights
A unified view of how AI shapes work, combining system signals, agent performance, and real developer feedback to guide confident scaling.
AI Spend Insights
See spend by tool, team, or initiative to prevent overruns and understand where AI investments actually create measurable value.
Auto Report Builder
Generate executive-ready AI reports highlighting what’s working, what’s not, and where to invest next.
Integrate Your Full AI Tech Stack
Unify insights across assistants, review agents, and emerging systems—without changing existing workflows.
AI Clarity for Your Organization
Engineering Leaders
Platform Engineering
Engineering Managers
Finance
“When the AI Impact dashboard went live, the insights it generated answered leaderships questions, fully validating the Copilot investment.”
Todd Willms
Director of Engineering at Bynder
The Only Platform Measuring AI’s True ROI
Vendor-Agnostic Framework
Get a single, unbiased view of AI performance across every tool and workflow.
Outcome-Linked Analytics
Quantify ROI by connecting usage and spend to throughput, quality, and delivery outcomes.
Unified Data Model
Only Jellyfish normalizes fragmented engineering data, giving you reliable signals without tagging, migrations, or process changes.
Future-Ready Design
Built to measure next-generation agentic workflows as AI reshapes software delivery.
AI Impact Research
In-depth frameworks and guidance to support adoption, measurement, and scaling of AI.
Frequently Asked Questions
4.5/5 on G2
4.8/5 on Gartner