Improve AI’s impact on engineering outcomes
Correlate AI usage to engineering outcomes, and know what to do next.
"AI moves fast. What matters is knowing what’s helping versus getting in the way. That clarity we get from Quotient tells us where to lean in, where to train, and where to stop forcing it."
A meaningful correlation between AI usage and effectiveness.
AI Usage Score
Combines reliance, use case coverage, satisfaction, and friction into one trackable number.
Engineering Effectiveness Score
Measures delivery impact, code quality, and developer experience using research-aligned frameworks.
Trend Correlation
Track composite scores over time to see if increased AI adoption is actually driving effectiveness gains.
Team-Level Breakdown
See where each team sits in the adoption/impact quadrant and identify who needs support.
Dimensional Drilldown
Click into any component metric to understand what’s driving your scores up or down.
Customized actions
Use Quotient's custom actions to make targeted improvements in both usage and effectiveness.
Quantify usage and impact at the team level
Research shows AI tools improve individual effectiveness—but organizational impact remains elusive. Quotient closes that gap.
Measure AI Usage
Track how often engineers use AI, across which tasks, and how it affects their workflow.
Correlate with Outcomes
See the direct relationship between AI usage and engineering effectiveness scores over time.
Quantify What’s Working
Understand which teams are getting ROI from AI tools and which need support to close the gap.
Take Research-Backed Actions
Get prioritized recommendations with estimated impact based on your unique team data.
Go beyond surface data
License counts and lines of code generated don't tell you if AI is making your team better.
Quotient's impact report does.
Research-backed
Quotient's analysis uses the latest research on AI in engineering, and is co-developed alongside leading researchers.
Outcome Focused
Learn how usage correlates to engineering outcomes, and use actions to make meaningful improvements to your outcomes.
Actionable
Understand how to scale adoption thoughtfully and effectively. Convert your organization an AI-native, high-performing organization.
The fastest path to AI-native engineering
Go from ad-hoc adoption to an AI-empowered engineering organization.
