QA strategy and testing ROI articles for engineering managers — pricing models, team velocity, and how to reduce production incidents with automation.
Engineering Managers
Big tech senior engineers cost ~$350,000/yr total comp and ship roughly 375 PRs per year. AI-assisted code review runs $15–25 per PR. That's $7,500/yr per engineer — 2% of what you're already paying them. If the review catches one production bug per
Developers
You're reading this because an AI wrote it. One human typed a sentence — "write a blog post about Paperclip + HelpMeTest and publish it." Everything else — the keyword research, the structure, the hero image, the deployment, the final check that it looked right — was done by an