AI Investment management
Investment Management

Direct AI Spend Wisely

Get clear visibility into spend, output, and ROI across tools, teams, and initiatives so you can eliminate waste, guide budgets, and invest where AI creates real value.

Jellyfish AI Impact AI Spend

See Spend Clearly

Understand costs across tools and teams to avoid surprises and stay in control.

Know What Pays Off

Measure how spend translates into PR output, efficiency gains, and delivery results.

Budget With Precision

Use run rate, projections, and allocation trends to plan quarterly and annual investment with confidence.

The insights [Jellyfish] generated answered leaderships question’s, fully validating the Copilot investment.

Todd Willms

Todd Willms

Director of Engineering at Bynder

Clarity to Maximize Return

Quantify Tool ROI

Benchmark 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 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.

Integrations

Integrate Your Full AI Tech Stack

Unify insights across assistants, review agents, and emerging systems without changing existing workflows.

Github Copilot
GitHub Copilot
Cursor
Cursor
Claude
Claude Code
Windsurf
Windsurf
Google Gemini
Gemini Code Assist
Amazon Q
AmazonQ
Cursor
Cursor BugBot
Greptile
Greptile
Replit
Replit
Bito
Bito
Github Copilot
GitHub Copilot
Cursor
Cursor
Claude
Claude Code
Windsurf
Windsurf
Google Gemini
Gemini Code Assist
Amazon Q
AmazonQ
Cursor
Cursor BugBot
Greptile
Greptile
Replit
Replit
Bito
Bito
Github Copilot
GitHub Copilot
Cursor
Cursor
Claude
Claude Code
Windsurf
Windsurf
Google Gemini
Gemini Code Assist
Amazon Q
AmazonQ
Cursor
Cursor BugBot
Greptile
Greptile
Replit
Replit
Bito
Bito
Github Copilot
GitHub Copilot
Cursor
Cursor
Claude
Claude Code
Windsurf
Windsurf
Google Gemini
Gemini Code Assist
Amazon Q
AmazonQ
Cursor
Cursor BugBot
Greptile
Greptile
Replit
Replit
Bito
Bito
Github Copilot
GitHub Copilot
Cursor
Cursor
Claude
Claude Code
Windsurf
Windsurf
Google Gemini
Gemini Code Assist
Amazon Q
AmazonQ
Cursor
Cursor BugBot
Greptile
Greptile
Replit
Replit
Bito
Bito
Google Jules
Google Jules
Github Copilot
Copilot Agent
Claude
Claude Agent
Codegen
Codegen
Factory
Factory
Devin
Devin
CodeRabbit
CodeRabbit
Github
GitHub Copilot – Reviewer
Graphite
Graphite
Google Jules
Google Jules
Github Copilot
Copilot Agent
Claude
Claude Agent
Codegen
Codegen
Factory
Factory
Devin
Devin
CodeRabbit
CodeRabbit
Github
GitHub Copilot – Reviewer
Graphite
Graphite
Google Jules
Google Jules
Github Copilot
Copilot Agent
Claude
Claude Agent
Codegen
Codegen
Factory
Factory
Devin
Devin
CodeRabbit
CodeRabbit
Github
GitHub Copilot – Reviewer
Graphite
Graphite
Google Jules
Google Jules
Github Copilot
Copilot Agent
Claude
Claude Agent
Codegen
Codegen
Factory
Factory
Devin
Devin
CodeRabbit
CodeRabbit
Github
GitHub Copilot – Reviewer
Graphite
Graphite
Google Jules
Google Jules
Github Copilot
Copilot Agent
Claude
Claude Agent
Codegen
Codegen
Factory
Factory
Devin
Devin
CodeRabbit
CodeRabbit
Github
GitHub Copilot – Reviewer
Graphite
Graphite
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