The Software Integrity Evaluation Scorecard
A practical framework for evaluating AI-assisted code, code review, and developer workflows with stronger evidence, clearer gates, and better operational judgment.

Designed for engineering leaders, staff and senior engineers, platform teams, developer productivity teams, and organizations adopting AI-assisted development responsibly.

The Enterprise AI Operating Model for Engineering Organizations

This brief proposes a vendor-neutral operating model for engineering leaders looking to adopt AI with stable throughput, quality, measurable ROI, and maintained trust.