Turn AI Token Spend into Business Value
Monitor AI token usage, costs, and outcomes across every tool, team, and model to optimize budgets and prove ROI.
Monitor Token Usage Clearly
See AI token usage across tools and teams in one place to avoid surprises and stay in control.
Connect Spend to Outcomes
Understand how token consumption translates into developer productivity and delivery impact.
Optimize AI Investment
Forecast costs, reduce waste, and confidently plan future AI spending.
The insights [Jellyfish] generated answered leaderships question’s, fully validating the Copilot investment.
Todd Willms
Director of Engineering at Bynder
Manage Token Cost, Maximize Return
Quantify Tool ROI
Benchmark token spend against output to see which tools drive meaningful value and which don’t.
See Return in Action
Track how spend correlates with PR throughput over time to understand real performance lift.
Understand Output Drivers
Drill into PR events to see what’s contributing to throughput and where value truly originates.
Forecast With Confidence
Use YTD token spend, projected spend, and run rate insights to support accurate forecasting and budget decisions.
Identify Allocation Shifts
Understand how AI changes investment toward roadmap, innovation, and KTLO across your organization.
Integrate Your Full AI Tech Stack
Unify insights across assistants, review agents, and emerging systems without changing existing workflows.
AI Impact Research
In-depth frameworks and guidance to support adoption, measurement, and scaling of AI.
4.5/5 on G2
4.8/5 on Gartner