Understand the impact on developer productivity and satisfaction. Leverage holistic ROI dashboards to communicate the value, monitor the impact, and optimize your rollout.
Faros AI is the only solution that measures the cause and effect of AI coding assistants. Get the confidence you need. Accelerate AI adoption. Outpace your competition.
Granular
Coarse
Full data history
Partial
Cause-and-effect analysis on velocity, quality, security, and satisfaction with data from 100+ tools
Limited
75% of engineers use AI tools—yet most organizations see no measurable performance gains.
Read the report to uncover what’s holding teams back—and how to fix it fast.
Engineering teams are deploying GitHub Copilot, Cursor, Windsurf, Claude and others under the watchful eyes of leaders who anticipate significant productivity gains. But how do you measure and communicate the impact?
Faros AI illustrates the impact and ROI of AI coding assistants. Track adoption and usage. Measure the benefits. Monitor the risks. Optimize the rollout.
New AI coding assistants and editors are being announced daily. Improve your return on investment with a full measurement framework that guides you from pilot to rollout to optimization.
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Identify the most effective tool,
best-suited to your code and favored by your developers.
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Observe the impact of AI augmentation on different cohorts and profiles.
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Measure the time savings. Calculate the economic benefit. Spot shifting bottlenecks.
How to build a high-impact program that drives real results.
What to measure and why it matters.
And the 5 critical practices that turn data into impact.
Without usage, there can be no ROI. Optimize your rollout for higher impact with insights into adoption and usage.
Measure daily, weekly, and monthly adoption.
Track acceptance rates and lines of code generated, by language
and editor.
Measure the percentage of AI-generated code by repo.
See which activities are augmented most: coding, testing,
debugging, documenting, etc.
Identify unused licenses and power users who can train others.
Separate hype from reality and set the right expectations for your org.
Identify emerging bottlenecks in code review, deployment, or QA.
Maintain visibility into quality, reliability, and tech debt.
Identify potential security and compliance issues in AI-augmented code.
Present clear cost/benefit metrics to executive leadership and finance.
Faros AI helps Vimeo maximize the impact of GitHub Copilot, streamline workflows, and boost confidence in AI-driven development tools.
Watch their story to learn how Vimeo improved adoption, productivity, and lead times with Faros AI.
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