Mar 2, 2026

Secure AI Deployment: Hardening LLMs for Production

Contributors
Lead Cyber Security Engineer
Immersive
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Secure AI Deployment: Hardening LLMs for Production on Immersive One

Engineering and Security leaders need to be able to deploy Large Language Models (LLMs) that meet production standards. With the expansion of Immersive One’s Secure AI capability to Google Gemini in February 2026, Immersive One customers now have complete coverage across the big three AI ecosystems, giving them crucial cross-cloud visibility. With that, the focus can shift from seeing the environment to securing it.

For a Head of AppSec, visibility is only the first step. The immediate priority is the engineering reality of moving beyond AI experimentation. Access to AI tools is a liability if those tools lack verifiable, deterministic defenses.

The addition of LLM Guardrails collections for Amazon Web Services (AWS) Bedrock, Azure AI Foundry, and NVIDIA NeMo provides the technical blueprint for this transition. These new collections equip teams to harden deployments and provide the governance required to rein in raw models and maintain data privacy standards. Here’s a look at how the three new collections can help you prove your AI cyber readiness.

Verifying AI Safety on AWS, Azure, and NVIDIA

The primary risk for AppSec leaders is more than just Shadow AI; it is the high probability that developers will ship vulnerable prompts or leak sensitive data into public models. By utilizing the new Secure AI collections for AWS Bedrock, Azure AI Foundry, and NVIDIA NeMo, you equip your teams to adopt AI securely and prove they are capable of releasing resilient code using the stack your organization already relies on.

Neutralize Prompt Injection and Jailbreaks

Security teams cannot count on the inherent behavior of a model to keep it safe. Adversarial tactics like prompt injection and jailbreaking require an active defense against adversarial manipulation. These labs provide the practical environment needed to implement filters that prevent users from bypassing safety protocols. This ensures that models remain within their intended operational parameters, regardless of how a prompt is structured, protecting the organization from unauthorized data access or brand damage.

Automate PII Masking and Data Privacy

Data privacy is non-negotiable in production environments. Rather than hoping developers remember to scrub inputs, dedicated labs ensure they can implement automated guardrails that identify and mask personally identifiable information (PII) before it leaves your controlled environment. This approach ensures privacy isn’t just a policy requirement, but rather a technical certainty, maintaining compliance without slowing down the development cycle.

Scaling Oversight with NVIDIA NeMo

With the addition of NVIDIA NeMo to the Immersive One platform, teams are introduced to LLM-as-a-Judge techniques. This means teams can architect systems that self-evaluate for safety and accuracy against established security benchmarks. By automating the evaluation of model outputs, you reduce the manual overhead typically required for security reviews. In effect, your AppSec team can scale their oversight while engineers continue to iterate at pace.

Introducing Strategic Alignment to MITRE ATLAS on Immersive One

To ensure a common language among AppSec, SOC, and GRC leads, this release also extends Immersive One’s MITRE framework coverage; all capabilities covered in these collections now map to MITRE ATLAS. This alignment ensures that every lab completed and every skill verified directly defends against documented, real-world AI threats. This provides a framework-backed view of AI resilience to share with the rest of the leadership team.

Make AI a Strategic Asset with Immersive One’s Secure AI Capability

Cyber resilience requires more than just a security stack; it requires a workforce that knows how to use it. Immersive One is the only platform that provides this cohesion, connecting your existing cloud tools with the specific skills your team needs to defend them. By enabling your engineers to build and validate their own guardrails in live AWS, Azure, and NVIDIA environments, you turn AI from a looming risk into a verified strategic asset.

Get Started

  • Immersive One customer? Begin validating your team’s AI-driven development skills immediately by navigating to the “Upskill” tab on Immersive One and assigning any of our “Artificial Intelligence” collections. 
  • Exploring Immersive One? See our Secure AI capability can help your team move safely into production when you book a demo.

customer insights
"The speed at which Immersive produces technical content is hugely impressive, and this turnaround has helped get our teams ahead of the curve, giving them hands-on experience with serious vulnerabilities, in a secure environment, as soon as they emerge."
TJ Campana
Head of Global Cybersecurity Operations, HSBC
"Realistic simulation of current threats is the only way to test and improve response readiness, and to ensure that the impact of a real attack is minimized. Immersive’s innovative platform, combined with Kroll’s extensive experience, provides the closest thing to replication of a real incident — all within a safe virtual environment."
Paul Jackson
Regional Managing Director, APAC Cyber Risk, Kroll
"Exploring cybersecurity can feel like a huge challenge with so many skills to master, but Immersive has made the journey so much easier for me over the past five years. This practical, interactive approach hasn’t just improved my technical abilities—it’s given me a real sense of confidence. I truly recommend Immersive!"
Paul Blance
Specsavers
"I recently got the chance to try out Immersive, and it was an enlightening experience! The gamified learning made absorbing new information quite enjoyable. The community is welcoming, adding to the overall positive atmosphere. It would be fantastic to see more active users, which could enhance collaboration and discussions. Overall, a solid platform!"
Atakan Bal
Mercedes Benz

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