3.3x
Reduction in average prediction error
88%
of PRs scored within ±1h of expert estimate
35x
More model capacity than the original
What's better
Silk 1 reads the full diff and reasons about intent, risk, and interdependencies across files.
Example
A 3-line config change that unlocks a migration path across 40 files.
Old model
Sees 3 lines changed. Scores for line count.
Silk 1
Understands the downstream impact across 40 files. Scores for true complexity.
Deeper code comprehension
Understands what a code change does and why it's complex. Analyzes the complexity of each line changed and reasons about cross-file dependencies.
Transparent reasoning
Every score ships with a plain-language explanation of how the model arrived at its estimate. When a score looks off, read the reasoning instead of guessing. No other engineering analytics tool offers this level of transparency.
Organization-aware calibration
Uses reinforcement learning to learn from your team's score overrides. The model adapts to your codebase's conventions and complexity profile over time. The longer you use it, the more accurate it gets.
Cross-file understanding
Reasons about how changes in one file affect others. Complex refactors and cross-cutting changes finally get the scores they deserve.
What stays the same
Zero migration required.
Silk 1 uses the same scoring scale, the same API, and the same report format. A "3.0" still means three hours of expert engineer effort.
Same scoring scale
Same API
Same report format
Dashboards, integrations, and alerts work without modification
Built for every layer of the engineering org
Silk 1 surfaces differently depending on where you sit.
Engineering managers
Accurate output data across your team without second-guessing the numbers. Automated reporting you can trust and share with leadership as-is.
VPs and CTOs
Board-ready data on engineering productivity powered by a model that understands your codebase. Make investment decisions based on signal, not estimates.
Engineers
Transparent scores with clear reasoning. Understand how your work is measured and flag scores that don't look right. Your overrides make the model better for everyone.
Measure engineering output with the most accurate scoring model in the industry.
Silk 1 is available now for all Weave organizations.