What Does Good QA Coverage Actually Look Like for a Software Product?

100% test coverage is a myth. Learn what good QA coverage actually looks like for small to mid-market software products, by category and risk.

Outsourced QA vs Hiring In-House QA: What Engineer Leaders Actually Need to Know

Most SaaS engineering teams assume hiring a QA engineer is the safest move. This post breaks down the real cost, ramp time, and risk of in-house QA vs outsourced QA, so engineering leaders can make the right call for their stage and team structure.

Building a Smarter QA Foundation with AI Automation

Why do bugs still slip through even after endless testing cycles? QA is supposed to prevent failure - yet for many teams, it’s still the bottleneck. The issue isn’t effort - it’s approach. Let’s look at how AI automation transforms software testing into a self-improving system.

Software Testing Basics (and Why It Still Matters in 2026)

Unit, integration, functional, regression, and performance testing explained. When to automate each type and how to structure a testing strategy in CI/CD pipelines.

Playwright + AI QA: Building Self-Healing Automation for Modern CI/CD

How AI fixes broken Playwright tests automatically. Covers selector healing, adaptive execution, coverage expansion, and CI integration with GitHub Actions, Jenkins, and GitLab.