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 actual code impact rather than counting basic metrics
- Measures engineering output with 94% accuracy by looking at meaningful code changes
- Provides private benchmarking against other teams to understand relative performance
- Focuses on real productivity instead of vanity metrics like lines of code or PR counts
- Creates standardized output measurements that work across different engineering teams
