Center of Excellence Security - AI Runtime Defense Analysis

Shield Your AI in Real Time!

Detect, analyze, and neutralize threats targeting your AI systems during operation with our advanced runtime defense analysis.

AI Runtime Defense Analysis at COE Security

At COE Security, our AI Runtime Defense Analysis service is designed to protect artificial intelligence models and systems during live operation. As AI models move from development to production, they become vulnerable to real-time threats such as adversarial inputs, data leakage, unauthorized access, and model abuse. Our solution ensures that your AI systems remain secure, reliable, and trustworthy in real-world environments.

We focus on detecting anomalous behavior, preventing runtime exploitation, and ensuring secure model serving. Our analysis also assesses the deployment infrastructure- such as containers, APIs, and orchestration environments- to detect configuration weaknesses, insecure endpoints, and access control gaps.

With COE Security, you gain visibility into the live behavior of your AI systems, actionable threat insights, and the ability to rapidly respond to incidents that could compromise model integrity or expose sensitive data.

Our Approach

Identify AI Models in Active Use: Catalog all deployed AI models, their hosting environments, and runtime interfaces exposed internally or externally.
Define Real-Time Threat Scenarios: Map potential runtime threats such as prompt injection, model evasion, inference manipulation, and memory tampering.
Instrument Runtime Monitoring Tools: Deploy observability agents or custom telemetry to capture inference logs, input/output behavior, and system-level activities.
Simulate Adversarial Runtime Inputs: Generate and inject malformed, adversarial, or poisoned inputs to test model behavior and response under attack conditions.
Assess Input Validation and Sanitization: Evaluate how well the runtime filters, cleanses, or restricts potentially harmful user-supplied data.

Inspect API and Interface Exposure: Analyze APIs, endpoints, and plugins for unauthorized access, misuse potential, and excessive permissions.
Monitor for Behavioral Anomalies: Detect deviations from expected inference behavior, output inconsistencies, or performance changes that signal runtime abuse.
Evaluate Runtime Access Control Mechanisms: Review authentication, authorization, and session handling to prevent privilege escalation or model hijacking.
Test Runtime Logging and Alerting Capabilities: Ensure effective logging of anomalies and configure alerts for suspicious runtime events in real time.
Deliver Runtime Hardening Recommendations: Provide actionable fixes including rate limiting, model output filtering, access policy tuning, and threat detection rules.

Live Monitoring & Analytics

Anomaly & Threat Detection

Behavioral Analysis & Forensics

Continuous Improvement & Reporting

AI Runtime Defense Analysis Process

Our established methodology delivers comprehensive testing and actionable recommendations.

Assess

Analyze

Respond

Report

Optimize

Why Choose COE Security’s AI Runtime Defense Analysis?

Live AI Threat Simulation: We test real-time model behavior against crafted runtime attacks to uncover hidden vulnerabilities.
Specialized in AI Runtime Security: COE Security focuses on protecting inference environments, not just model training stages.
Comprehensive Interface Testing: We analyze every access point APIs, plugins, chat UIs for exposure and misuse risks.
Built on Adversarial Intelligence: Our attack scenarios mirror techniques used by malicious actors targeting live AI systems.
Runtime Monitoring Expertise: We help implement advanced telemetry for detecting model drift, anomaly spikes, and malicious use.

Customized to Your AI Stack: Our analysis adapts to on-prem, cloud-native, or hybrid AI infrastructure environments.
Fast Response and Remediation: We deliver practical fixes for runtime misconfigurations, output controls, and misuse protection.
Integrated Security Recommendations: Our output aligns with your DevSecOps and MLOps workflows for seamless adoption.
Compliance-Ready Assessment: We support regulatory alignment with frameworks like NIST AI RMF and ISO/IEC 42001.
Trusted AI Security Experts: COE Security combines offensive and defensive expertise to secure AI where it’s most vulnerable at runtime.

Five areas of AI Runtime Defense Analysis

AI Security Consulting

At COE Security LLC, our AI Security Consulting service is designed to protect your AI systems against emerging threats and ensure their secure and ethical operation. We assess AI models, data pipelines, and deployment environments for vulnerabilities, focusing on risks such as adversarial attacks, data poisoning, and model theft. Our experts provide tailored strategies for threat mitigation, secure architecture design, and compliance alignment with regulations like GDPR and emerging AI laws. From securing sensitive data to enhancing model reliability, we empower organizations to innovate confidently. Partner with COE Security to build resilient and secure AI solutions.

Data Leak Prevention Security Operations

At COE Security LLC, our Data Leak Prevention (DLP) Security Operations services are designed to protect sensitive information from unauthorized access and accidental exposure. We implement state-of-the-art monitoring tools, encryption protocols, and access controls to detect and prevent data breaches. Our approach includes real-time risk assessments, policy enforcement, and user activity monitoring to ensure compliance with regulations such as GDPR and HIPAA. With a focus on proactive threat management, we provide tailored solutions to address insider threats, shadow IT risks, and inadvertent data leaks. Partner with COE Security to safeguard your critical data and maintain organizational trust.

AI Readiness Assessment

At COE Security LLC, our AI Readiness Assessment service helps organizations evaluate their preparedness to adopt and integrate AI technologies effectively and securely. We analyze your existing infrastructure, data management practices, and security protocols to identify strengths and gaps in your AI adoption strategy. Our assessment includes risk analysis, compliance checks, and ethical considerations, ensuring alignment with industry standards and regulations. By providing tailored recommendations and actionable insights, we enable your organization to optimize resources, mitigate risks, and achieve scalable AI deployment. Trust COE Security to guide your journey toward secure and responsible AI transformation.

API Penetration Testing

At COE Security LLC, our API Penetration Testing service is designed to safeguard your APIs from vulnerabilities that could compromise sensitive data or disrupt operations. Using industry-standard tools and methodologies, we assess API endpoints for flaws in authentication, data validation, and access controls. By simulating real-world attack scenarios, we identify security gaps that could be exploited by malicious actors. Our comprehensive reports include actionable recommendations to enhance API security, ensuring your systems remain robust and compliant. Partner with COE Security to protect your APIs and maintain the integrity of your digital ecosystem.

Managed Security Intelligence & Awareness

At COE Security LLC, our Managed Security Intelligence & Awareness service empowers organizations with actionable insights and enhanced security consciousness. We provide real-time threat intelligence, analyzing global cyber trends to preempt potential risks. Our program includes customized training modules, phishing simulations, and policy awareness initiatives to fortify your workforce against human-centric vulnerabilities. By integrating cutting-edge tools and continuous monitoring, we ensure that your organization stays ahead of emerging threats. Partner with COE Security to cultivate a security-first culture, enhance situational awareness, and mitigate risks with confidence.

Advanced Offensive Security Solutions

COE Security empowers your organization with on-demand expertise to uncover vulnerabilities, remediate risks, and strengthen your security posture. Our scalable approach enhances agility, enabling you to address current challenges and adapt to future demands without expanding your workforce.