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SUMMARY
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AI breaks “classic” secure-by-design: risks keep shifting after deployment due to updates, reuse, and unpredictable behavior.
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The problem is control, not detection: a threat modeling report often leads to fragmented follow-up and unclear ownership.
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Secure-by-design for AI must be continuous: sustained accountability, tracking, and visibility into residual risk across the full lifecycle.
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AI-rich companies hit the wall first: scale, key-person risk, and audit pressure make one-off reviews unsustainable.
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Toreon makes it actionable with AI threat modeling: we pinpoint AI-specific vulnerabilities as the starting point for focused mitigation and provable compliance.
