Ask any experienced engineer what they’re really trying to answer before a release, and it’s always the same: Are we confident enough to ship?

Everything around that question has changed as teams get stuck in false trade-offs: ship faster and accept risk, test more and slow down, or cut costs and deal with the fallout. Most rely on gut feel or surface-level metrics like pass rates and coverage — both of which hide risk as often as they reveal it.

• How to implement a clearer framework for judging release risk when pass rates, coverage, and dashboards all say “green”
• How a shared quality signal aligns dev, QA, and leadership without adding gates, meetings, or manual reporting
• How real teams move faster and feel more confident, instead of trading one for the other

Speaker:

• Kateryna Gandzeichuk, Product Marketing Specialist, Quality Intelligence