GITHUB COPILOT

Measure and maximize the impact of GitHub Copilot

Automatically track GitHub Copilot adoption, usage, and impact over time. Get clear, actionable insights to scale success across teams and maximize ROI.

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GitHub Copilot adoption and impact

Automated telemetry

Go beyond surveys and anecdotes. We automatically detect GitHub Copilot usage and set up groups for you to compare.

Maximize ROI

Use standardized metrics to quantify the impact of AI on engineering performance—including productivity, velocity, and quality.

Benchmark against peers

Use industry and scale benchmarks to evaluate your AI investments and identify opportunities to accelerate AI usage.
“Companies need to invest in AI coding tools like Copilot, Claude, and Cursor, but they’re flying blind. They need a way to measure impact and ROI. They need benchmarks to see if they’re losing ground to competitors. That’s why they need Software.com.”
Ralph Loura
Ralph Loura
CIO Hall of Fame Inductee, CIO at Hewlett-Packard Enterprise and Clorox

See where you stand in the AI divide

Data from our community of over 700K developers across 10K companies shows that development teams are 40% more productive and deliver features 35% faster using GitHub Copilot than the baseline.

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40%

more productive using GitHub Copilot vs. baseline

35%

shorter lead time using GitHub Copilot vs. baseline

Measure GitHub Copilot impact

Monitor Copilot impact over time

GitHub Copilot is quickly evolving, and its impact can shift as new features and models are released. Track Copilot’s impact over time to see whether productivity gains are stalling or accelerating.

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Track adoption and usage across teams

Compare Copilot’s impact across different teams and understand how Copilot adoption grows over time. Identify early adopters, lagging teams, and where targeted enablement could have the biggest impact.

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Compare GitHub Copilot across teams

Compare Copilot to other tools

See how GitHub Copilot stacks up against other AI coding assistants and agents. Identify which tools deliver the greatest productivity gain and ROI for your team.

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Discover how Software.com can accelerate development productivity. Compare tools, benchmark against peers, and ensure every AI investment delivers a clear return.

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