This task can be performed using Weave
ML to measure your eng teams speed
Best product for this task
Weave
dev-tools
Weave is an ML-powered tool to measure engineering output, that actually understands engineering output! Almost every eng leader already measures output - either openly or behind closed doors. But they rely on metrics like lines of code (correlation with effort: ~0.3), number of PRs, or story points (slightly better at ~0.35). These metrics are, frankly, terrible proxies for productivity. We’ve developed a custom model that directly analyzes code and its impact, with a far better 0.94 correlation. We've created a standardized engineering output metric that doesn’t reward vanity. Even better, you can benchmark your team’s output against peers while keeping everything private.
What to expect from an ideal product
- Uses machine learning to analyze code changes and their real business impact instead of just counting lines
- Measures code quality and efficiency through direct analysis rather than basic PR metrics
- Compares your team's performance with industry benchmarks while keeping data private
- Tracks meaningful engineering output with a 94% accuracy rate
- Helps identify truly impactful code contributions versus superficial changes made just to boost numbers
