Key Takeaways
The biggest bottleneck for engineering leaders isn’t writing code, but waiting for validation — especially across time zones.
AI eliminates this bottleneck by testing code the moment it’s written, allowing teams to release new features up to one day earlier per iteration.
AI-native testing unlocks faster time-to-market, lower operational costs, consistent global experience and employee well-being, among several other key benefits.
The primary bottleneck for engineering leaders today is not writing code, but waiting for validation. In distributed teams , a defect can delay release cycles by 12-24 hours, depending on cross-time zone workflows.
AI breaks this cycle.
Instead of passing the baton across time zones, teams operate with continuous confidence . Code is tes

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