
If your team's automation framework feels fragile, slow, or hard to maintain, I'll review your current setup (Selenium, Playwright, SpecFlow/Reqnroll, API automation) and give you concrete, practical feedback on architecture, structure, and what to fix first — based on 19+ years building automation frameworks for enterprise clients.