Why Traditional Testing Breaks Down with AI

The shift from traditional software to AI-powered systems introduces a fundamental change in how inputs and outputs behave. Traditional software operates in a bounded space: you define X possible inputs and expect Y possible outputs, most of the time. Every input and output is predictable and explicitly defined by the developer.

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Mend.io is built for every risk, across AI and AppSec. By securing the code layer and the AI layerβ€”and the interactions between them, where modern application risk now livesβ€”Mend.io extends proven AppSec workflows to the models, prompts, and agents inside today’s applications, delivering continuous protection across the entire AI application lifecycle.