Establish AI Security Posture Management - AI-SPM

Managing and maintaining robust security postures for AI systems

AI Security Posture Management

Security teams must protect their organizations from novel and escalating AI-specific threats, without slowing innovation or burdening your teams with unscalable manual processes.

AI Security Posture Management (AI-SPM) is the continuous process of assessing, monitoring, and improving the security, compliance, and risk controls of artificial intelligence and machine learning systems across their entire lifecycle.

AI-SPM combines automated detection, prevention, and remediation of threats unique to AI/ML applications.

The Problem: AI Innovation Outpaces Security, Exposing the Business to New Threats

When you deploy AI and machine learning applications, you expand your attack surface in unpredictable ways. Unrestricted data access, data leakage, biased outputs, prompt, code, or SQL injection attacks, and the risk of generating toxic or non-compliant content are now part of your daily risk landscape. Traditional security tools and policies, built for legacy systems, cannot adapt fast enough to the realities of autonomous, probablistic models and dynamic interactions.

Most organizations today operate without dedicated AI firewalls, with insufficient guardrails, and with manual, non-scalable processes for vulnerability detection and incident response. As a result, even a single oversight can lead to compliance violations, data breaches, and costly operational disruptions.

Worse still, advanced AI architectures, including Model Control Protocols (MCP) and Non-Human Interactors (NHIs), introduce model drift and allow for unsanctioned autonomous actions. These systems, left unchecked, can make decisions that bypass human oversight and expose the business to untraceable, non-compliant behaviors.

The Impact: Real Financial, Regulatory, and Reputational Risk

The consequences of poor AI security posture are profound and escalating. Insufficient controls mean your organization is vulnerable to:

  • Legal and regulatory penalties under laws such as the EU AI Act
  • Data privacy violations and exposure of PII, PCI, or other sensitive data
  • Operational disruptions from exploited vulnerabilities or AI-generated unsafe outputs
  • Financial losses resulting from unresolved incidents or delayed remediation
  • Erosion of customer trust and permanent damage to your brand reputation
  • Loss of business agility and innovation due to fear-driven constraints on your AI investments

If your organization’s AI systems can drift out of compliance or act autonomously without oversight, you are not just at risk; you are one step away from a security or compliance disaster.

How to Fix and Improve: Security Built for AI, Not Just IT

To solve these challenges, organizations must fundamentally rethink their security posture and controls for the AI era.

You must move beyond legacy access control and static firewalls. Security needs to be real-time, adaptive, and deeply integrated with the AI application lifecycle. This means:

  • Deploying automated tools that remediate vulnerabilities the moment they are detected
  • Enforcing dynamic, context-aware access controls that extend beyond RBAC or ABAC
  • Preventing injection attacks by sanitizing and validating every input in real time
  • Detecting and redacting sensitive data at both the input and output stages of your AI workflows
  • Filtering and suppressing any output that could be biased, toxic, or non-compliant—automatically
  • Continuously monitoring AI behavior for anomalies and alerting on suspicious activity

Human intervention is not fast enough or scalable enough for the speed and complexity of modern AI systems. Security must be autonomous, precise, and always-on.

The Solution: AIMon—Modern AI Security, Automated at Scale

AIMon is built to deliver what today’s enterprises require: true AI Security Posture Management with automation at its core.

AIMon AccessShield - Dynamic Access Control Guardrails

Integrate fine-grained, context-aware access restrictions for unstructured data, leveraging systems such as Okta, and delivering sub-second policy enforcement, far beyond legacy RBAC/ABAC.

AIMon Guidelines for Rapid Vulnerability Remediation

Imagine, your teams discover a new vulnerability in your AI systems. AIMon can help you neutralize these newly discovered security threats in minutes, using AIMon Guidelines.

AIMon Guardrails for Monitoring Security Vulnerabilities

Injection Attack Prevention Our real-time input sanitization and validation block prompt, code, and SQL injection exploits before they can do harm. AIMon consistently outperforms the latest LLM security benchmarks.

Data Leakage Protection AIMon provides inline detection and redaction of sensitive information—PII, PCI, and other entities—at both the input and output boundaries, preventing data exfiltration and accidental exposure.

Bias and Toxicity Filtering Our system automatically suppresses or redacts harmful, biased, or non-compliant outputs, ensuring every interaction meets your organization’s safety and compliance standards.

AIMon AI Firewall

Take AIMon’s guardrails to the next level by deploying an enterprise-wide AI firewall that has the power to monitor, guardrail, block, and audit every interaction with AI models.

The Benefits: Liability Reduction, Resilience, and Accelerated Innovation

With AIMon, enterprises achieve a security posture that is proactive, automated, and business-aligned. This translates directly to:

  • Dramatic reduction in liability and compliance exposure
  • Speed to value, enabling safe and timely deployment of AI innovations
  • Operational resilience that adapts to new threats without slowing down the business
  • Complete visibility and control over AI system behaviors
  • Increased customer trust through demonstrable data protection and responsible AI practices
  • Enablement of ongoing innovation and business agility, confident in your AI security foundations

Security for AI must match the speed, complexity, and dynamism of the technology itself. With AIMon, you gain the tools, workflows, and safeguards required to lead with confidence and deliver AI that is not only powerful, but truly secure.

The one platform you need to drive success with AI

Backed by Bessemer Venture Partners, Tidal Ventures, and other notable angel investors, AIMon is the one platform enterprises need to drive success with AI. We help you build, deploy, and use AI applications with trust and confidence, serving customers from fast-moving startups to Fortune 200 companies.

Our benchmark-leading ML models support over 20 metrics out of the box and let you build custom metrics using plain English guidelines. With coverage spanning output quality, adversarial robustness, safety, data quality, and business-specific custom metrics, you can apply any metric as a low-latency guardrail, for continuous monitoring, or in offline evaluations.

Finally, we offer tools to help you iteratively improve your AI, including capabilities for bespoke evaluation and training dataset creation, fine-tuning, and reranking.