# Measure AI Impact | Copilot & Cursor Developer Productivity Analytics | LinearB

> Track how Copilot & Cursor boost developer productivity. Get instant ROI insights with DORA metrics, cycle time analysis, and AI code review dashboards. Start measuring impact today.

_This is a markdown rendering of a live HTML page on linearb.io, generated for AI/LLM consumption — it is not a markdown-only site. To get the full HTML page instead, request this URL with an explicit `Accept: text/html` header (no wildcard, no markdown preference)._

Just In!

The engineering productivity gap: How elite AI teams are pulling away from the rest

[Register now](https://linearb.io/event/engineering-productivity-gap)

Features

# Measure AI Impact

Are your AI investments paying off?

Track adoption across 50+ AI tools and correlate activity to delivery outcomes. Prove what’s working and scale what matters.

[Book a demo](https://linearb.io/book-a-demo)
[Start free trial](https://linearb.io/start-free-trial)

![AI Analytics: Cycle Time comparison](https://assets.linearb.io/image/upload/c_fit,w_2560,h_2435/f_auto/q_auto/v1/AI_Analytics_b511ef069c?_a=BAVMn6ID0)

Customers: SurveyMonkey Logo, Mitratech Logo, Syngenta Logo, INGKA Logo, Silicon Labs Logo, BigID logo, Expedia logo, Peloton logo, Equinix logo, Vizio logo, Solace logo, Astronomer Logo, Norwegian Cruise Line Logo, Gainwell Logo

The engineering productivity gap: How elite AI teams are pulling away from the rest

![The engineering productivity gap: How elite AI teams are pulling away from the rest](https://assets.linearb.io/image/upload/c_limit,w_2560/f_auto/q_auto/v1/workshop_ai_benchmarks_2026_3c66bcb2ce?_a=BAVMn6ID0)

## Track AI adoption across workflows, tools, teams

### Complete visibility into your AI tool landscape

Grounded in actual engineering work, measure adoption across coding assistance, coding review tools, and coding agents.

![Complete visibility into your AI tool landscape](https://assets.linearb.io/image/upload/c_limit,w_2560/f_auto/q_auto/v1/complete-visibility-into-your-ai-tools?_a=BAVMn6ID0)

### Adoption by workflows, team, repo, and tool

Track PRs that involve AI and analyze usage patterns across teams, repos, and specific tools.

![Adoption by workflows, team, repo, and tool](https://assets.linearb.io/image/upload/c_limit,w_2560/f_auto/q_auto/v1/adoption-by-workflows-team-repo-and-tool?_a=BAVMn6ID0)

## Understand how AI impacts delivery

### Correlate AI activity to outcomes

Compare cycle time, throughput, and quality metrics to analyze impact.

### Segment by tool, workflow, repo, and team

Know where AI is accelerating delivery and where it’s shifting work into review and rework.

### Measure, refine, and repeat

Run data-driven evaluations based on actual effect on team productivity.

## Operationalize with the APEX framework

Evaluate and scale AI impact without sacrificing predictability or developer health. Establish a weekly, monthly, and quarterly cadence that turns metrics into action.

[Explore APEX](https://linearb.io/resources/apex-framework)

![Cover and pages of the APEX framework guide.](https://assets.linearb.io/image/upload/c_fit,w_2560,h_1976/f_auto/q_auto/v1/apex-framework-guide?_a=BAVMn6ID0)

Workflow automation has had a cascading impact on improving business outcomes while enabling my team to focus on solving the correct problems. Tracking DORA metrics helped us pinpoint areas of flow that could be enhanced, dramatically boosting team morale and engagement.

Craig W.

Head of Engineering, Flipdish

Go beyond measuring with automations

[See automations library](https://docs.gitstream.cm/automations/automation-library/)

### Assign an expert reviewer

Automatically identify and assign the best reviewer for every pull request.

### Auto-merge safe changes

Define what safe changes mean to you (docs, tests, images) and automatically approve them.

### Label missing Jira info

Automatically label PRs that don't reference a Jira ticket in the title or description.

### Review sensitive files

Define a custom list of files and directories that trigger additional reviews.

Quantify AI impact to maximize ROI.

## Explore more resources

[![Cover image for The DevEx guide to AI-driven software development](https://assets.linearb.io/image/upload/c_limit,w_2560/f_auto/q_auto/v1/ai_driven_software_dev_social_794c664598?_a=BAVMn6ID0)](https://linearb.io/resources/devex-guide-ai-driven-software-development)

Guide

[The DevEx guide to AI-driven software development](https://linearb.io/resources/devex-guide-ai-driven-software-development)

We polled 400+ software engineers on how they’re integrating AI into their daily workflows. Here’s where they stand.

[![Cover image for What is AI Code Review, How It Works, and How to Get Started](https://assets.linearb.io/image/upload/c_limit,w_2560/f_auto/q_auto/v1/AI_Code_Review_Blog_Header_7ebf4b697f?_a=BAVMn6ID0)](https://linearb.io/blog/ai-code-review)

Workflow

[What is AI Code Review, How It Works, and How to Get Started ](https://linearb.io/blog/ai-code-review)

Learn all about AI code reviews, and how to implement AI to improve code quality, shorten code review time, and boost developer productivity.

[![Cover image for The 6 trends shaping the future of AI-driven development](https://assets.linearb.io/image/upload/c_limit,w_2560/f_auto/q_auto/v1/6_trends_social_0c3734f476?_a=BAVMn6ID0)](https://linearb.io/resources/the-6-trends-shaping-ai-driven-development)

Guide

[The 6 trends shaping the future of AI-driven development](https://linearb.io/resources/the-6-trends-shaping-ai-driven-development)

This guide goes beyond the AI hype to explore six emerging trends defining the future of AI-driven software engineering.

```json
{
  "@context": "https://schema.org",
  "@type": "SoftwareApplication",
  "name": "LinearB — Measure AI Impact",
  "url": "https://linearb.io/use-case/measure-ai-impact",
  "description": "Track AI adoption across 50+ tools and correlate activity to delivery outcomes. Measure how Copilot, Cursor, and other AI coding tools affect cycle time, throughput, and code quality across your engineering teams.",
  "applicationCategory": "DeveloperApplication",
  "operatingSystem": "Web",
  "offers": {
    "@type": "Offer",
    "url": "https://linearb.io/pricing"
  },
  "featureList": [
    "AI adoption tracking across 50+ tools",
    "Cycle time and throughput correlation",
    "Segmentation by tool, team, repo, and workflow",
    "APEX framework integration",
    "Data-driven AI ROI evaluation",
    "Automated PR routing and review workflows"
  ],
  "review": {
    "@type": "Review",
    "reviewBody": "Workflow automation has had a cascading impact on improving business outcomes while enabling my team to focus on solving the correct problems. Tracking DORA metrics helped us pinpoint areas of flow that could be enhanced, dramatically boosting team morale and engagement.",
    "author": {
      "@type": "Person",
      "name": "Craig W.",
      "jobTitle": "Head of Engineering",
      "worksFor": {
        "@type": "Organization",
        "name": "Flipdish"
      }
    }
  },
  "mentions": {
    "@type": "CreativeWork",
    "name": "APEX Framework",
    "url": "https://linearb.io/resources/apex-framework"
  }
}
```


## Structured data

_Machine-readable metadata (JSON-LD) embedded in the page for search/AI context — not content rendered on the page itself._

```json
{
  "@context": "https://schema.org",
  "@type": "Organization",
  "name": "LinearB",
  "url": "https://linearb.io/",
  "logo": "https://assets.linearb.io/image/upload/v1715628027/logo-mark-lg.svg",
  "description": "LinearB is the engineering productivity platform that helps engineering leaders prove AI is improving throughput without sacrificing delivery confidence, flow efficiency, or developer experience.",
  "sameAs": [
    "https://www.linkedin.com/company/linearb"
  ],
  "award": [
    {
      "@type": "Award",
      "name": "LinearB is a Leader in the 2026 Gartner® Magic Quadrant™ for Developer Productivity Insight Platforms",
      "dateAwarded": "2026",
      "awardedBy": {
        "@type": "Organization",
        "name": "Gartner®"
      }
    },
    {
      "@type": "Award",
      "name": "Great Place to Work Certification",
      "dateAwarded": "2025-2027",
      "awardedBy": {
        "@type": "Organization",
        "name": "Great Place to Work"
      }
    },
    {
      "@type": "Award",
      "name": "America's Best Startup Employers 2025",
      "dateAwarded": "2025",
      "awardedBy": {
        "@type": "Organization",
        "name": "Forbes Magazine"
      }
    }
  ],
  "hasCertification": [
    {
      "@type": "Certification",
      "name": "SOC 1 Type 2"
    },
    {
      "@type": "Certification",
      "name": "SOC 2 Type 2"
    },
    {
      "@type": "Certification",
      "name": "GDPR Compliance certification"
    },
    {
      "@type": "Certification",
      "name": "ISO 27001"
    }
  ]
}
```

## More on linearb.io

### Top navigation

- [Book a Demo](https://linearb.io/book-a-demo)
- [AI Code Reviews — Catch security risks, bugs, and spec mismatches](https://linearb.io/platform/ai-code-reviews)
- [AI & Productivity Insights — See how AI tools affect cycle time and delivery speed](https://linearb.io/platform/ai-developer-productivity-insights)
- [Measure AI Impact — Track AI adoption and tie it to delivery outcomes](https://linearb.io/use-case/measure-ai-impact)
- [MCP Server — Chat with your data to spot patterns and boost output](https://linearb.io/platform/mcp-server)
- [Resource Allocation — Cost initiatives and shape your investment strategy](https://linearb.io/platform/resource-allocation)
- [Cost Capitalization — Capitalize engineering costs with audit-ready reports](https://linearb.io/platform/cost-capitalization)
- [Dev Team Management — Set targets and tie throughput to business outcomes](https://linearb.io/platform/goals-and-reporting)
- [DevOps Workflow Automation — Policy-based PR routing, approvals, and tests](https://linearb.io/platform/ai-workflow-governance)
- [AI Powered Support — Unify AI and human code delivery in one clear view](https://linearb.io/use-case/ai-powered-support)
- [Optimization — Surface friction with feedback and MCP insights](https://linearb.io/platform/developer-experience)
- [Reporting — Spot what's working and what needs attention](https://linearb.io/use-case/measuring-developer-experience)
- [Surveys — Turn developer feedback into actionable signals](https://linearb.io/platform/developer-surveys)
- [Platform overview](https://linearb.io/platform/overview)
- [Register now](https://linearb.io/event/engineering-productivity-gap)
- [Customers](https://linearb.io/customers)
- [Pricing](https://linearb.io/pricing)
- [Why choose LinearB — Explore your data. Measure performance. Act to improve it.](https://linearb.io/why-linearb)
- [APEX framework — The operating model for AI-era engineering teams](https://linearb.io/resources/apex-framework)
- [Anti-FAQ — The questions other vendors won't answer](https://linearb.io/why-linearb/anti-faq)
- [Security — Enterprise-grade compliance and zero code access](https://linearb.io/security)
- [Build vs. buy — The hidden cost of building it yourself](https://linearb.io/resources/build-vs-buy)
- [Dev Interrupted Podcast — Conversations with engineering leaders](https://linearb.io/dev-interrupted/podcasts)
- [Reports & Guides — Deep dives on productivity and delivery](https://linearb.io/resources)
- [Webinars — Expert sessions on productivity and AI](https://linearb.io/resources?category=workshops)
- [Metrics Benchmarks — See how your engineering org stacks up](https://linearb.io/resources/software-engineering-benchmarks-report)
- [Blog — Product updates and practical insights](https://linearb.io/blog)
- [Help Center — Documentation, setup, and support](https://linearb.helpdocs.io)
- [API Docs](https://docs.linearb.io/api-overview)
- [Status](https://www.linearbstatus.com/)
- [Integrations](https://linearb.io/integrations)
- [LinearB Library](https://linearb.io/library)
- [Engineering metrics](https://linearb.io/library/engineering-metrics)
- [Platform engineering](https://linearb.io/library/platform-engineering)
- [Engineering glossary](https://linearb.io/library/engineering-glossary)
- [Developer productivity](https://linearb.io/library/developer-productivity)
- [AI in software development](https://linearb.io/library/ai-in-software-development)
- [Engineering management](https://linearb.io/library/engineering-management)
- [Developer experience](https://linearb.io/library/developer-experience)
- [DevOps](https://linearb.io/library/devops)
- [Engineering operations and the context layer](https://linearb.io/library/engineering-operations)
- [Engineering efficiency](https://linearb.io/library/engineering-efficiency)
- [Software delivery](https://linearb.io/library/software-delivery)
- [Research and data](https://linearb.io/library/engineering-benchmarks-and-research)
- [LinearB is a Leader in the 2026 Gartner® Magic Quadrant™ for Developer Productivity Insight Platforms](https://linearb.io/resources/gartner-magic-quadrant-dpi-platforms-2026)
- [Sign in](https://app.linearb.io/login)
- [Enterprise](https://linearb.io/solutions/enterprise)
- [Contact](https://linearb.io/contact-us)
- [About us](https://linearb.io/about-us)
- [Careers](https://linearb.io/careers)
- [Service agreement](https://linearb.io/services-agreement)
- [Privacy policy](https://linearb.io/privacy-policy)
- [DPA](https://linearb.io/data-processing-agreement)
- [Security FAQ](https://linearb.io/security-faq)
- [Substack](https://devinterrupted.substack.com/)

### Footer

_Additional links from the site footer, not repeated from the top navigation above._

- [GitHub](https://github.com/linear-b)
- [LinkedIn](https://www.linkedin.com/company/linearb)
- [Twitter](https://twitter.com/LinearB_Inc)