Surface-level code security often forces teams to choose between overwhelming false positives and missing critical vulnerabilities. One enterprise lost over 200 developer hours in a single quarter due to inaccurate scanner alerts, leading to $30,000 in wasted productivity and eventual scanner abandonment. This challenge, multiplied across teams, costs organizations millions. Traditional fast-scanning tools create noise without delivering true protection, making deep, continuous risk analysis essential for accurately identifying vulnerabilities and maintaining effective, sustainable security practices.

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