Risk-based thinking
Prioritize the highest-impact surfaces and build test coverage that balances confidence with delivery speed.
About
Quality engineering with a manual detection mindset
13+ years of manual QA experience across SaaS, mobile, and enterprise products. I help teams reduce release risk, improve quality confidence, and turn scattered defects into clearly actionable product decisions.
My work blends structured test strategy, exploratory depth, and high-signal communication. I focus on the experiences that matter most to users and the defects that can quietly erode trust at launch.
Exploratory depth
Find user pain points, edge cases, and workflow breaks that scripted coverage can miss.
Release confidence
Translate QA evidence into clear decisions for stakeholders, product teams, and release owners.