Enterprise AI Security

How Organizations Use Preemptics

From pre-production validation to continuous compliance—real-world scenarios where Preemptics secures AI systems.

Core Use Cases

How teams achieve AI security excellence

Pre-production AI Security Validation

Before deploying any AI system to production, security teams need comprehensive validation that covers both known and unknown attack surfaces.

The Challenge

  • Manual pen testing is expensive and doesn't cover the full attack surface
  • One-time testing misses emergent vulnerabilities
  • Results lack the explainability needed for security approvals

The Preemptics Solution

  • Automated adversarial testing across prompt injection, jailbreaks, RAG attacks, and more
  • Explainable attack trees that show exactly why and how vulnerabilities exist
  • Compliance-ready evidence for security sign-off

Typical Results

  • • 40+ adversarial scenarios tested
  • • 5-8 critical vulnerabilities identified
  • • Full attack trees for each vulnerability
  • • Security sign-off achieved in days, not weeks

Continuous Monitoring

  • • Daily regression testing
  • • Automatic alert on vulnerabilities
  • • Before/after comparison reports
  • • Rapid response to model updates

Continuous AI Red Teaming

AI systems aren't static—fine-tuning, RAG updates, and new tool integrations constantly change the threat surface.

The Challenge

  • Manual testing after each update is operationally infeasible
  • Regressions go undetected until exploited in the wild
  • No quantitative metrics for security posture over time

The Preemptics Solution

  • Schedule automated daily or weekly testing campaigns
  • Automatic alerts when new vulnerabilities appear
  • Dashboard tracking security metrics over time

Agentic AI Security Testing

Autonomous AI agents introduce new attack surfaces: tool hijacking, goal manipulation, and unintended action execution.

The Challenge

  • Multi-step attacks with tool use are hard to simulate manually
  • Agent behavior is non-deterministic and hard to predict
  • Reasoning chains need to be explained to engineering and security teams

The Preemptics Solution

  • Test agents against goal hijacking, tool misuse, and planning exploits
  • Stateful reasoning engine understands multi-turn attack chains
  • Attack trees show the full decision path and reasoning

Agent Testing Scenarios

  • • Tool parameter manipulation
  • • Goal hijacking attempts
  • • Unintended action execution
  • • Multi-turn attack chains

Compliance Evidence

  • • OWASP LLM Top 10 coverage
  • • NIST AI RMF alignment
  • • ISO 42001 documentation
  • • EU AI Act evidence packages

Regulatory & Audit Evidence

Regulators and auditors require evidence of rigorous security testing. Preemptics provides compliance-ready documentation.

The Challenge

  • Manual test reports lack structure and don't map to frameworks
  • Audit trails are difficult to produce and validate
  • Compliance frameworks change; documentation becomes stale

The Preemptics Solution

  • Automated mapping to OWASP, NIST, ISO 42001, EU AI Act
  • Complete audit logs and evidence packages
  • Quarterly reports for board and regulatory reviews

Industry Applications

How different sectors benefit

Financial Services

AI-powered fraud detection and lending decisions require rigorous security validation

Healthcare

Clinical AI systems need regulatory evidence for FDA/EMA compliance

Government

Public AI systems require audit trails and transparency for accountability

Technology

SaaS platforms embed AI features and need security assurance

Telecommunications

Network security AI requires continuous testing for critical infrastructure

Regulated Industries

Any regulated sector deploying AI needs compliance-ready evidence

See How Preemptics Can Help Your Organization

Schedule a demo tailored to your use case and security requirements.