I help engineering teams transition from manual testing bottlenecks to AI-augmented quality pipelines. No fluff, just scalable automation and technical leadership.
Implementation-focused services designed to embed into your existing SDLC.
Introducing AI-assisted test generation and code review for automation workflows.
Scalable framework design using Playwright, C#, and API-first architectures.
Risk-based testing and exploratory frameworks for complex release readiness.
Implementation of quality gates within Azure DevOps, Jenkins, and GitHub Actions.
A step-by-step way to introduce AI into an existing automation suite: where it helps, where it must stay read-only, and how to measure whether it actually saved engineering time.
Read →The recurring causes of flaky Playwright tests—timing, shared state, animation, network and parallelism—and the concrete fix for each, plus how to stop new flake from entering the suite.
Read →What Playwright actually is, how it differs from older browser automation tools, which testing jobs it suits, and where an API or unit test is the better choice.
Read →