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Prompt Injection, Model Manipulation, & Jailbreaking: An Enterprise AI Threat Brief


Download Now: Prompt Injection, Model Manipulation, & Jailbreaking: An Enterprise AI Threat Brief

Enterprise AI threats don’t look like traditional cyberattacks. They exploit the model itself.

AI is now embedded in customer-facing tools, internal workflows, and autonomous agents across the enterprise — and the attack surface it creates doesn’t map onto firewalls, endpoint controls, or identity management. The techniques being used against AI systems today are documented, accessible, and in active use. Most security teams are still learning to defend against them.

This brief covers the threat classes that matter most right now: how prompt injection works and why it’s ranked number one in the OWASP LLM Top 10, how jailbreaking bypasses safety training without any special access, what supply chain and model-level attacks look like in practice, and how agentic deployments expand the blast radius of every technique above. It also gives security leaders a prioritized framework for where to start.

Key Takeaways:

  • AI introduces a threat category that traditional security wasn’t built for: Understanding what makes models uniquely exploitable is the starting point for everything else.
  • The most prevalent attack class requires nothing more than plain English: It’s ranked number one in the OWASP LLM Top 10 for a reason — and it’s harder to stop than it looks.
  • Safety training can be bypassed without touching the model’s infrastructure: No credentials, no access, no infrastructure required.
  • Some attacks target the model long before it ever reaches your environment: The supply chain risk is real, and standard capability testing won’t catch it.
  • Agentic AI changes the stakes entirely: A compromised model that can take action is a fundamentally different problem than one that can only produce output.
  • Not every threat requires the same urgency: This brief includes a prioritization framework so security leaders know what to address, in what order, and why.

Download the eBook to learn more.

Prompt Injection, Model Manipulation, & Jailbreaking: An Enterprise AI Threat Brief