drive ai adoption
Drive Adoption

Grow AI Adoption With Confidence

Automatically detect real usage across tools and teams so you can remove friction, guide rollout decisions, and expand adoption where it matters most.

Jellyfish AI Impact Drive Adoption

See What’s Actually Happening

Get a complete, unbiased picture of AI activity across the org without manual reporting or guesswork.

Pinpoint Where to Intervene

Identify underused tools, teams, or workflows and focus enablement where it will have the highest impact.

Lift Adoption Across the Org

Learn which behaviors, tools, or teams are driving momentum and scale those patterns to accelerate maturity.

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

Everything You Need to Grow AI Usage

Automate Exec Reporting

Get instant, high-level summaries that highlight progress, risks, and next steps, so you can make informed decisions quickly.

Understand Adoption Momentum

See how usage grows, plateaus, or dips over time to guide rollout pacing and focus.

Spot Friction Zones

Break down patterns by team, role, or segment to uncover pockets of friction and areas of lift.

See Agent Impact

Understand where autonomous agents are contributing value, and where effectiveness or adoption needs support.

Deep Behavior Signals

Reveal patterns across activity types, code areas, and workflows to understand where AI is adding value, or where users may need more support.

Flexible, Layered Views

Analyze adoption at any level—across the org, within specific tools, or inside targeted cohorts—to guide more precise and effective rollout strategies.

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.