workflow optimization
Workflow Optimization

Streamline Human-AI Development

Get a unified view of how AI shapes work, combining system signals, agent behavior, and developer feedback to remove friction and scale effective workflows.

Jellyfish AI Impact Workflow Optimization

Reveal Workflow Patterns

Understand how AI influences writing, review, testing, and collaboration across day-to-day work.

Improve Human–AI Flow

Analyze agent and human contributions to optimize handoffs and reduce friction.

Scale High-Quality Output

Use quality and sentiment signals to refine workflows and guide responsible scaling.

Jellyfish gives us a picture of how Copilot is reshaping our organization.

Nicole Nunziata

Director of Technology Operations at Varo

Insights to Improve Daily Work

Track Workflow Shifts

See how the balance of AI-generated vs. human-generated code evolves to understand changing workflow patterns.

Identify Tool Strengths

Compare how each tool performs across writing, refactoring, reviewing, documenting, and debugging to optimize task fit.

Analyze Workflows Deeply

Drill into AI’s impact by individual, team, role, and more to understand complex workflow changes and adapt accordingly.

Understand Agent Collaboration

View PRs, contribution splits, and merge outcomes to learn how humans and agents collaborate, and which patterns drive success.

Monitor Code Quality

Use quality metrics to see how AI affects code health and identify where workflows need adjustment.

Incorporate Developer Signals

Combine sentiment on enablement, productivity, and suggestion quality with system data for early, directional insight.

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
Learn More

AI Impact Research

In-depth frameworks and guidance to support adoption, measurement, and scaling of AI.

7 AI KPIs
ebook

7 AI KPIs Leaders Should Track

Learn the must-have metrics for measuring AI’s impact on speed, quality, and efficiency.
Jellyfish AI Impact Framework
research

AI Impact Framework

A practical model for measuring adoption, delivery outcomes, and ROI across your AI stack.
blog

Jellyfish × OpenAI Research

A deep dive into how modern AI tools reshape developer workflows and output.