> ## Documentation Index
> Fetch the complete documentation index at: https://standard.aiuc-1.com/llms.txt
> Use this file to discover all available pages before exploring further.

# B002: Detect adversarial input

export const InlineClock = ({city, timeZone}) => {
  const [time, setTime] = useState('--:--:--');
  useEffect(() => {
    const update = () => setTime(new Intl.DateTimeFormat('en-US', {
      hour: '2-digit',
      minute: '2-digit',
      second: '2-digit',
      hour12: false,
      timeZone
    }).format(new Date()));
    update();
    const id = setInterval(update, 1000);
    return () => clearInterval(id);
  }, [timeZone]);
  return <div className="aiuc-footer-clock">
      <span className="aiuc-footer-clock-city">{city}</span>
      <span className="aiuc-footer-clock-time">{time}</span>
    </div>;
};

Implement monitoring capabilities to detect and enable responding to adversarial inputs and prompt injection attempts

<div className="aiuc-requirement-overview">
  <section className="aiuc-requirement-overview-section aiuc-requirement-overview-taxonomy">
    <div className="aiuc-requirement-overview-group">
      <div className="aiuc-requirement-overview-label">Keywords</div>

      <div className="aiuc-requirement-overview-pill-list">
        <span className="aiuc-requirement-overview-pill">Monitor</span>
        <span className="aiuc-requirement-overview-pill">Adversarial</span>
        <span className="aiuc-requirement-overview-pill">Jailbreak</span>
        <span className="aiuc-requirement-overview-pill">Prompt Injection</span>
      </div>
    </div>
  </section>

  <section className="aiuc-requirement-overview-section aiuc-requirement-overview-details">
    <div className="aiuc-requirement-overview-detail">
      <div className="aiuc-requirement-overview-label">Application</div>
      <span className="aiuc-requirement-overview-pill">Supplemental</span>
    </div>

    <div className="aiuc-requirement-overview-detail">
      <div className="aiuc-requirement-overview-label">Frequency</div>
      <span className="aiuc-requirement-overview-pill">Every 3 months</span>
    </div>

    <div className="aiuc-requirement-overview-detail">
      <div className="aiuc-requirement-overview-label">Type</div>
      <span className="aiuc-requirement-overview-pill">Detective</span>
    </div>

    <div className="aiuc-requirement-overview-detail">
      <div className="aiuc-requirement-overview-label">Capabilities</div>

      <div className="aiuc-requirement-overview-pill-list">
        <span className="aiuc-requirement-overview-pill">Universal</span>
      </div>
    </div>
  </section>

  <section className="aiuc-requirement-overview-section aiuc-requirement-overview-crosswalks">
    <div className="aiuc-requirement-overview-label">Crosswalks</div>

    <div className="aiuc-requirement-crosswalk-grid">
      <div className="aiuc-requirement-crosswalk-group">
        <div className="aiuc-requirement-crosswalk-heading">
          <span className="aiuc-requirement-crosswalk-title">MITRE ATLAS</span> <span className="aiuc-help-marker aiuc-crosswalk-help-marker" data-tooltip="Knowledge base of adversarial tactics, techniques and mitigation strategies for machine learning systems, similar to MITRE ATT&CK for cybersecurity" tabIndex="0">?</span>
        </div>

        <div className="aiuc-requirement-crosswalk-rule" aria-hidden="true" />

        <div className="aiuc-requirement-crosswalk-items">
          <a href="/crosswalks/mitre-atlas" title="Use techniques to make AI models robust to adversarial inputs such as adversarial training or network distillation.">AML-M0003: Model Hardening</a>
          <a href="/crosswalks/mitre-atlas" title="Detect and block adversarial inputs or atypical queries that deviate from known benign behavior, exhibit behavior patterns observed in previous attacks or that…">AML-M0015: Adversarial Input Detection</a>
          <a href="/crosswalks/mitre-atlas" title="Implement logging of inputs and outputs of deployed AI models. Monitoring logs can help to detect security threats and mitigate impacts. Additionally, having l…">AML-M0024: AI Telemetry Logging</a>
          <a href="/crosswalks/mitre-atlas" title="Guidelines are safety controls that are placed between user-provided input and a generative AI model to help direct the model to produce desired outputs and pr…">AML-M0021: Generative AI Guidelines</a>
        </div>
      </div>

      <div className="aiuc-requirement-crosswalk-group">
        <div className="aiuc-requirement-crosswalk-heading">
          <span className="aiuc-requirement-crosswalk-title">EU AI Act</span> <span className="aiuc-help-marker aiuc-crosswalk-help-marker" data-tooltip="EU regulation classifies AI systems by risk levels (minimal, limited, high, unacceptable) with corresponding compliance obligations" tabIndex="0">?</span>
        </div>

        <div className="aiuc-requirement-crosswalk-rule" aria-hidden="true" />

        <div className="aiuc-requirement-crosswalk-items">
          <a href="/crosswalks/eu-ai-act" title="The EU AI Act states that high-risk AI systems must be designed to be accurate, robust, and secure. They should perform consistently throughout their lifecycle…">Article 15: Accuracy Robustness and Cybersecurity</a>
          <a href="/crosswalks/eu-ai-act" title="The EU AI Act requires providers of high-risk AI systems to establish a post-market monitoring system. This system should collect and analyze data on the perfo…">Article 72: Post-Market Monitoring by Providers and Post-Market Monitoring Plan for High-Risk AI Systems</a>
        </div>
      </div>

      <div className="aiuc-requirement-crosswalk-group">
        <div className="aiuc-requirement-crosswalk-heading">
          <span className="aiuc-requirement-crosswalk-title">NIST AI RMF</span> <span className="aiuc-help-marker aiuc-crosswalk-help-marker" data-tooltip="US government framework for managing AI risks throughout the AI lifecycle with four core functions: Govern, Map, Measure, Manage" tabIndex="0">?</span>
        </div>

        <div className="aiuc-requirement-crosswalk-rule" aria-hidden="true" />

        <div className="aiuc-requirement-crosswalk-items">
          <a href="/crosswalks/nist-ai-rmf" title="Ongoing monitoring and periodic review of the risk management process and its outcomes are planned, organizational roles and responsibilities are clearly defin…">GOVERN 1.5: Risk monitoring and review</a>
          <a href="/crosswalks/nist-ai-rmf" title="The functionality and behavior of the AI system and its components – as identified in the MAP function – are monitored when in production.">MEASURE 2.4: Production monitoring</a>
          <a href="/crosswalks/nist-ai-rmf" title="AI system security and resilience – as identified in the MAP function – are evaluated and documented.">MEASURE 2.7: Security and resilience</a>
          <a href="/crosswalks/nist-ai-rmf" title="Approaches, personnel, and documentation are in place to regularly identify and track existing, unanticipated, and emergent AI risks based on factors such as i…">MEASURE 3.1: Emergent risk tracking</a>
        </div>
      </div>

      <div className="aiuc-requirement-crosswalk-group">
        <div className="aiuc-requirement-crosswalk-heading">
          <span className="aiuc-requirement-crosswalk-title">OWASP Top 10</span> <span className="aiuc-help-marker aiuc-crosswalk-help-marker" data-tooltip="Curated list of the most critical security threats to LLM and generative AI systems" tabIndex="0">?</span>
        </div>

        <div className="aiuc-requirement-crosswalk-rule" aria-hidden="true" />

        <div className="aiuc-requirement-crosswalk-items">
          <a href="/crosswalks/owasp-top-10" title="This manipulates a large language model (LLM) through crafty inputs, causing unintended actions by the LLM. Direct injections overwrite system prompts, while i…">LLM01:25 - Prompt Injection</a>
          <a href="/crosswalks/owasp-top-10" title="Vectors and embeddings vulnerabilities in RAG with LLMs allow exploits via weak generation, storage, or retrieval. These can inject harmful content, manipulate…">LLM08:25 - Vector and Embedding Weaknesses</a>
          <a href="/crosswalks/owasp-top-10" title="Unbounded Consumption occurs when LLMs generate outputs from inputs, relying on inference to apply learned patterns and knowledge for relevant responses or pre…">LLM10:25 - Unbounded Consumption</a>
        </div>
      </div>

      <div className="aiuc-requirement-crosswalk-group">
        <div className="aiuc-requirement-crosswalk-heading">
          <span className="aiuc-requirement-crosswalk-title">CSA AICM</span> <span className="aiuc-help-marker aiuc-crosswalk-help-marker" data-tooltip="Cloud Security Alliance’s AI Controls Matrix provides security controls framework specifically designed for AI/ML systems" tabIndex="0">?</span>
        </div>

        <div className="aiuc-requirement-crosswalk-rule" aria-hidden="true" />

        <div className="aiuc-requirement-crosswalk-items">
          <a href="/crosswalks/csa-aicm" title="Validate, filter, modify or block, as necessary, input against adversarial patterns, failure patterns and unwanted behaviour according to organisational polici…">AIS-08: Input Validation</a>
          <a href="/crosswalks/csa-aicm" title="Define, implement, and evaluate processes, procedures, and technicalmeasures for Model Hardening to mitigate relevant adversarial attacks as identified in the…">MDS-07: Robustness against Adversarial Attack / Model Hardening</a>
          <a href="/crosswalks/csa-aicm" title="Establish, document, approve, communicate, apply, evaluate and maintain policies and procedures to identify, report and prioritize the remediation of vulnerabi…">TVM-01: Threat and Vulnerability Management Policy and Procedures</a>
          <a href="/crosswalks/csa-aicm" title="Define, implement and evaluate processes, procedures and technical measures to update detection tools, threat signatures, and indicators of compromise on a wee…">TVM-04: Detection Updates</a>
          <a href="/crosswalks/csa-aicm" title="Configure managed endpoints with anti-malware detection and prevention technology and services.">UEM-09: Anti-Malware Detection and Prevention</a>
          <a href="/crosswalks/csa-aicm" title="Establish, document, approve, communicate, apply, evaluate and maintain policies and procedures to protect against malware and malicious instructions. Review a…">TVM-02: Malware and Malicious Instructions Protection Policy and Procedure</a>
          <a href="/crosswalks/csa-aicm" title="Define and implement processes, procedures, and technical measures to secure APIs. Review and update for any improvements at least annually or after significan…">AIS-10: API Security</a>
          <a href="/crosswalks/csa-aicm" title="Log and monitor all input events (content and metadata) to enable auditing and reporting on the usage of AI models.">LOG-14: Input Monitoring</a>
        </div>
      </div>

      <div className="aiuc-requirement-crosswalk-group">
        <div className="aiuc-requirement-crosswalk-heading">
          <span className="aiuc-requirement-crosswalk-title">OWASP AIVSS</span> <span className="aiuc-help-marker aiuc-crosswalk-help-marker" data-tooltip="OWASP AI Vulnerability Scoring System enables organizations to quantify how agentic capabilities amplify security risks" tabIndex="0">?</span>
        </div>

        <div className="aiuc-requirement-crosswalk-rule" aria-hidden="true" />

        <div className="aiuc-requirement-crosswalk-items">
          <a href="/crosswalks/owasp-aivss" title="Prompt injection and semantic hijacking of agent objectives">Agent Goal and Instruction Manipulation</a>
        </div>
      </div>

      <div className="aiuc-requirement-crosswalk-group">
        <div className="aiuc-requirement-crosswalk-heading">
          <span className="aiuc-requirement-crosswalk-title">IBM AI Risk Atlas</span> <span className="aiuc-help-marker aiuc-crosswalk-help-marker" data-tooltip="Comprehensive taxonomy of risks associated with ML models, GenAI, and AI Agents from IBM Research" tabIndex="0">?</span>
        </div>

        <div className="aiuc-requirement-crosswalk-rule" aria-hidden="true" />

        <div className="aiuc-requirement-crosswalk-items">
          <a href="/crosswalks/ibm-ai-risk-atlas" title="Evasion attacks attempt to make a model output incorrect results by slightly perturbing the input data sent to the trained model.">IBM 41: Inference - Evasion attack</a>
          <a href="/crosswalks/ibm-ai-risk-atlas" title="A jailbreaking attack attempts to break through the guardrails established in the model to perform restricted actions.">IBM 43: Inference - Jailbreaking</a>
          <a href="/crosswalks/ibm-ai-risk-atlas" title="A prompt injection attack forces a generative model that takes a prompt as input to produce unexpected output by manipulating the structure, instructions or in…">IBM 46: Inference - Prompt injection attack</a>
          <a href="/crosswalks/ibm-ai-risk-atlas" title="Overloading the prompt with excessive tokens, for instance with many-shot examples, can predispose models to a vulnerable state.">IBM 49: Inference - Context overload attack</a>
          <a href="/crosswalks/ibm-ai-risk-atlas" title="Prompts, questions, or requests designed to elicit undesirable responses from the application. Unlike direct instructions attacks, the model is instructed to u…">IBM 52: Inference - Indirect instructions attack</a>
          <a href="/crosswalks/ibm-ai-risk-atlas" title="Manipulative prompts that use social engineering techniques, such as role-playing or hypothetical scenarios, to persuade the model into generating harmful cont…">IBM 53: Inference - Social hacking attack</a>
        </div>
      </div>

      <div className="aiuc-requirement-crosswalk-group">
        <div className="aiuc-requirement-crosswalk-heading">
          <span className="aiuc-requirement-crosswalk-title">Cisco AI Security Framework</span> <span className="aiuc-help-marker aiuc-crosswalk-help-marker" data-tooltip="Comprehensive AI threat landscape taxonomy identifying 19 attacker objectives with 150+ subtechniques from Cisco" tabIndex="0">?</span>
        </div>

        <div className="aiuc-requirement-crosswalk-rule" aria-hidden="true" />

        <div className="aiuc-requirement-crosswalk-items">
          <a href="/crosswalks/cisco-ai-security-safety-framework" title="Actors provide malicious instructions (via prompt) to override, bypass, alter, or subvert the output of a LLM/agent's system instructions, guardrails, or inten…">AITech-1.1: Direct Prompt Injection</a>
          <a href="/crosswalks/cisco-ai-security-safety-framework" title="Actors embed malicious instructions in external data sources (such as web pages, documents, emails, databases, API responses) that the LLM or the agent retriev…">AITech-1.2: Indirect Prompt Injection</a>
          <a href="/crosswalks/cisco-ai-security-safety-framework" title="Actors deliberately insert, alter, or create malicious content across various modalities (such as text, image, audio, video, or sensor streams) to influence, c…">AITech-1.4: Multi-Modal Injection and Manipulation</a>
          <a href="/crosswalks/cisco-ai-security-safety-framework" title="Actors employ adversarial technique that circumvents or defeats a model's safety guardrails, content filters, or usage restrictions, enabling output generation…">AITech-2.1: Jailbreak</a>
          <a href="/crosswalks/cisco-ai-security-safety-framework" title="Actors introduce a malicious agent that impersonates a legitimate agent, user, system, or authority within a multi-agent ecosystem and causes other agents, sys…">AITech-3.1: Masquerading / Obfuscation / Impersonation</a>
          <a href="/crosswalks/cisco-ai-security-safety-framework" title="Actors exploit assumptions or ambiguities in structured communication protocols (e.g., JSON, XML, YAML, API specifications, custom schemas) used for agentic co…">AITech-4.3: Protocol Manipulation</a>
          <a href="/crosswalks/cisco-ai-security-safety-framework" title="Actors insert poisoned, harmful, or adversarial data or instructions into an agent or model's short-term or long-term memory to corrupt its behavior over exten…">AITech-5.1: Memory System Persistence</a>
          <a href="/crosswalks/cisco-ai-security-safety-framework" title="Actor subverts an agent's internal configuration, settings, or initialization parameters to create lasting malicious influence over its behavior. This goes bey…">AITech-5.2: Configuration Persistence</a>
          <a href="/crosswalks/cisco-ai-security-safety-framework" title="Actors inject false, malicious, or adversarial data into an AI agent's memory systems to cause immediate harmful decisions, corruption of system functionality…">AITech-7.2: Memory System Corruption</a>
          <a href="/crosswalks/cisco-ai-security-safety-framework" title="Actors misuse, poison, or tamper with tokens used by model/agentic systems (e.g., model-specific tokens, or security tokens) to control access, encode informat…">AITech-7.4: Token Manipulation</a>
          <a href="/crosswalks/cisco-ai-security-safety-framework" title="Actor coerces or manipulates a model/agent into producing false, misleading or malicious outputs through adversarial inputs, context manipulation, or exploitin…">AITech-9.1: Model or Agentic System Manipulation</a>
          <a href="/crosswalks/cisco-ai-security-safety-framework" title="Actors manipulate or alter the input data, behaviors, or attack patterns to intentionally bypass security monitoring, content moderation, anomaly detection, an…">AITech-9.2: Detection Evasion</a>
          <a href="/crosswalks/cisco-ai-security-safety-framework" title="Actors craft prompts or inputs specifically designed to bypass the safety controls, content filters, or detection mechanisms of a particular target LLM, while…">AITech-11.2: Model-Selective Evasion</a>
          <a href="/crosswalks/cisco-ai-security-safety-framework" title="Actors use of highly-realistic but deceptive signals or manipulating sensor data to deliberately mislead an AI system and its decision-making processes through…">AITech-17.1: Sensor Spoofing</a>
        </div>
      </div>

      <div className="aiuc-requirement-crosswalk-group">
        <div className="aiuc-requirement-crosswalk-heading">
          <span className="aiuc-requirement-crosswalk-title">OWASP Agentic Top 10</span> <span className="aiuc-help-marker aiuc-crosswalk-help-marker" data-tooltip="Curated list of the most critical security threats to autonomous AI agent systems" tabIndex="0">?</span>
        </div>

        <div className="aiuc-requirement-crosswalk-rule" aria-hidden="true" />

        <div className="aiuc-requirement-crosswalk-items">
          <a href="/crosswalks/owasp-agentic-top-10" title="Attackers alter an agent's objectives or decision path through malicious content, exploiting the agent's planning and reasoning capabilities. Hidden prompts ca…">ASI01 - Agent Goal Hijack</a>
          <a href="/crosswalks/owasp-agentic-top-10" title="Attackers poison agent memory systems, embeddings, and RAG databases to corrupt stored information and manipulate decision-making across sessions (e.g. Gemini…">ASI06 - Memory and Context Poisoning</a>
        </div>
      </div>
    </div>
  </section>
</div>

<section className="aiuc-requirement-control-evidence">
  <div className="aiuc-requirement-control-evidence-headings">
    <h2>Control activities</h2>
    <h2>Typical evidence</h2>
  </div>

  <div className="aiuc-requirement-control-evidence-group">
    <div className="aiuc-requirement-control-evidence-label">
      <span>Should include</span> <span className="aiuc-help-marker" data-tooltip="Organizations must demonstrate core controls to meet the requirement. Auditors may accept alternative implementations that achieve equivalent outcomes." tabIndex="0">?</span>
    </div>

    <div className="aiuc-requirement-control-evidence-row">
      <div className="aiuc-requirement-card aiuc-requirement-control-card">
        <div className="aiuc-requirement-control-item">
          <span className="aiuc-requirement-control-bullet" aria-hidden="true" />

          <p><strong>Establishing detection and alerting.</strong> For example, implementing monitoring for prompt injection patterns, jailbreak techniques, adversarial input attempts, and exceeding rate limits, configuring alerts and threat notifications for suspicious activities.</p>
        </div>
      </div>

      <div className="aiuc-requirement-card aiuc-requirement-evidence-card">
        <div className="aiuc-requirement-evidence-title">B002.1 Config: Adversarial input detection and alerting</div>
        <p>Monitoring system, SIEM, or detection code showing rules and alerts for adversarial inputs - may include prompt injection detection patterns, jailbreak technique signatures, rate limit monitoring with threshold alerts, or notification configurations (Slack, PagerDuty, email)</p>

        <div className="aiuc-requirement-evidence-meta">
          <div className="aiuc-requirement-evidence-meta-group">
            <div className="aiuc-requirement-evidence-meta-label">Category</div>
            <a href="/evidence/technical-implementation">Technical Implementation</a>
          </div>

          <div className="aiuc-requirement-evidence-meta-group">
            <div className="aiuc-requirement-evidence-meta-label">Typical location</div>

            <div className="aiuc-requirement-evidence-pill-list">
              <span className="aiuc-requirement-evidence-pill">Engineering Code</span>
            </div>
          </div>

          <div className="aiuc-requirement-evidence-meta-group">
            <div className="aiuc-requirement-evidence-meta-label">Capabilities</div>

            <div className="aiuc-requirement-evidence-pill-list">
              <span className="aiuc-requirement-evidence-pill">Universal</span>
            </div>
          </div>
        </div>
      </div>
    </div>

    <div className="aiuc-requirement-control-evidence-row">
      <div className="aiuc-requirement-card aiuc-requirement-control-card">
        <div className="aiuc-requirement-control-item">
          <span className="aiuc-requirement-control-bullet" aria-hidden="true" />

          <p><strong>Implementing incident logging and response procedures.</strong> For example, logging suspected adversarial attacks with relevant context, escalating to designated personnel based on severity, and documenting response actions in a centralized system.</p>
        </div>
      </div>

      <div className="aiuc-requirement-card aiuc-requirement-evidence-card">
        <div className="aiuc-requirement-evidence-title">B002.2 Logs: Adversarial incident and response</div>
        <p>Incident management system or logs showing adversarial attack handling - may include log entries with timestamps and user/session context, escalation runbooks defining severity thresholds, or incident tickets in Jira/PagerDuty/ServiceNow documenting response actions and workflows.</p>

        <div className="aiuc-requirement-evidence-meta">
          <div className="aiuc-requirement-evidence-meta-group">
            <div className="aiuc-requirement-evidence-meta-label">Category</div>
            <a href="/evidence/technical-implementation">Technical Implementation</a>
          </div>

          <div className="aiuc-requirement-evidence-meta-group">
            <div className="aiuc-requirement-evidence-meta-label">Typical location</div>

            <div className="aiuc-requirement-evidence-pill-list">
              <span className="aiuc-requirement-evidence-pill">Logs</span>
              <span className="aiuc-requirement-evidence-pill">Engineering Tooling</span>
            </div>
          </div>

          <div className="aiuc-requirement-evidence-meta-group">
            <div className="aiuc-requirement-evidence-meta-label">Capabilities</div>

            <div className="aiuc-requirement-evidence-pill-list">
              <span className="aiuc-requirement-evidence-pill">Universal</span>
            </div>
          </div>
        </div>
      </div>
    </div>

    <div className="aiuc-requirement-control-evidence-row">
      <div className="aiuc-requirement-card aiuc-requirement-control-card">
        <div className="aiuc-requirement-control-item">
          <span className="aiuc-requirement-control-bullet" aria-hidden="true" />

          <p><strong>Maintaining detection effectiveness through quarterly reviews.</strong> For example, updating detection rules based on emerging adversarial techniques, analyzing incident patterns and documenting system improvements.</p>
        </div>
      </div>

      <div className="aiuc-requirement-card aiuc-requirement-evidence-card">
        <div className="aiuc-requirement-evidence-title">B002.3 Documentation: Updates to detection config</div>
        <p>Quarterly review documentation showing detection updates - for example, review meeting notes with incident pattern analysis, updated detection rules with version history, or tracking records showing rule improvements (e.g. GitHub/Jira tickets).</p>

        <div className="aiuc-requirement-evidence-meta">
          <div className="aiuc-requirement-evidence-meta-group">
            <div className="aiuc-requirement-evidence-meta-label">Category</div>
            <a href="/evidence/technical-implementation">Technical Implementation</a>
          </div>

          <div className="aiuc-requirement-evidence-meta-group">
            <div className="aiuc-requirement-evidence-meta-label">Typical location</div>

            <div className="aiuc-requirement-evidence-pill-list">
              <span className="aiuc-requirement-evidence-pill">Engineering Practice</span>
              <span className="aiuc-requirement-evidence-pill">Internal processes</span>
            </div>
          </div>

          <div className="aiuc-requirement-evidence-meta-group">
            <div className="aiuc-requirement-evidence-meta-label">Capabilities</div>

            <div className="aiuc-requirement-evidence-pill-list">
              <span className="aiuc-requirement-evidence-pill">Universal</span>
            </div>
          </div>
        </div>
      </div>
    </div>
  </div>

  <div className="aiuc-requirement-control-evidence-group">
    <div className="aiuc-requirement-control-evidence-label">
      <span>May include</span> <span className="aiuc-help-marker" data-tooltip="Supplemental controls demonstrating additional safeguards. Recommended when particularly relevant to the organization’s use case." tabIndex="0">?</span>
    </div>

    <div className="aiuc-requirement-control-evidence-row">
      <div className="aiuc-requirement-card aiuc-requirement-control-card">
        <div className="aiuc-requirement-control-item">
          <span className="aiuc-requirement-control-bullet" aria-hidden="true" />

          <p><strong>Implementing adversarial input detection prior to AI model processing where feasible.</strong> For example, using pre-processing filters to flag likely threats before model processing.</p>
        </div>
      </div>

      <div className="aiuc-requirement-card aiuc-requirement-evidence-card">
        <div className="aiuc-requirement-evidence-title">B002.4 Config: Pre-processing adversarial detection</div>
        <p>Pre-processing filtering logic or gateway - may include pattern-matching or heuristic code checking inputs before model processing, WAF or API gateway rules blocking adversarial patterns, or IP-based filtering.</p>

        <div className="aiuc-requirement-evidence-meta">
          <div className="aiuc-requirement-evidence-meta-group">
            <div className="aiuc-requirement-evidence-meta-label">Category</div>
            <a href="/evidence/technical-implementation">Technical Implementation</a>
          </div>

          <div className="aiuc-requirement-evidence-meta-group">
            <div className="aiuc-requirement-evidence-meta-label">Typical location</div>

            <div className="aiuc-requirement-evidence-pill-list">
              <span className="aiuc-requirement-evidence-pill">Engineering Code</span>
            </div>
          </div>

          <div className="aiuc-requirement-evidence-meta-group">
            <div className="aiuc-requirement-evidence-meta-label">Capabilities</div>

            <div className="aiuc-requirement-evidence-pill-list">
              <span className="aiuc-requirement-evidence-pill">Universal</span>
            </div>
          </div>
        </div>
      </div>
    </div>

    <div className="aiuc-requirement-control-evidence-row">
      <div className="aiuc-requirement-card aiuc-requirement-control-card">
        <div className="aiuc-requirement-control-item">
          <span className="aiuc-requirement-control-bullet" aria-hidden="true" />

          <p><strong>Integrating adversarial input detection into existing security operations tooling.</strong> For example, forwarding flagged inputs to SIEM platforms, correlating detection with authentication and network logs, enabling SOC teams to triage AI-related security events.</p>
        </div>
      </div>

      <div className="aiuc-requirement-card aiuc-requirement-evidence-card">
        <div className="aiuc-requirement-evidence-title">B002.5 Config: AI security alerts</div>
        <p>SIEM platform, SOC tooling, or log forwarding configuration showing adversarial detection integration - may include Splunk/Datadog/Elastic SIEM ingesting AI adversarial alerts, correlation rules linking AI events with authentication or network logs, SOC dashboard displaying AI security event triage, or code forwarding flagged inputs to security platforms.</p>

        <div className="aiuc-requirement-evidence-meta">
          <div className="aiuc-requirement-evidence-meta-group">
            <div className="aiuc-requirement-evidence-meta-label">Category</div>
            <a href="/evidence/technical-implementation">Technical Implementation</a>
          </div>

          <div className="aiuc-requirement-evidence-meta-group">
            <div className="aiuc-requirement-evidence-meta-label">Typical location</div>

            <div className="aiuc-requirement-evidence-pill-list">
              <span className="aiuc-requirement-evidence-pill">Engineering Tooling</span>
            </div>
          </div>

          <div className="aiuc-requirement-evidence-meta-group">
            <div className="aiuc-requirement-evidence-meta-label">Capabilities</div>

            <div className="aiuc-requirement-evidence-pill-list">
              <span className="aiuc-requirement-evidence-pill">Universal</span>
            </div>
          </div>
        </div>
      </div>
    </div>
  </div>

  <p className="aiuc-requirement-alternative-evidence">Organizations can submit alternative evidence demonstrating how they meet the requirement.</p>
</section>

<div className="aiuc-footer">
  <span className="aiuc-footer-corner aiuc-footer-corner-tl">
    <svg fill="none" stroke="currentColor" strokeWidth="1" viewBox="0 0 12 12" width="12" height="12">
      <line x1="0" x2="12" y1="6" y2="6" />

      <line x1="6" x2="6" y1="0" y2="12" />
    </svg>
  </span>

  <span className="aiuc-footer-corner aiuc-footer-corner-tr">
    <svg fill="none" stroke="currentColor" strokeWidth="1" viewBox="0 0 12 12" width="12" height="12">
      <line x1="0" x2="12" y1="6" y2="6" />

      <line x1="6" x2="6" y1="0" y2="12" />
    </svg>
  </span>

  <div className="aiuc-footer-strip">
    <span className="aiuc-footer-mono">37.782274° N -122.392147° W</span>
    <span className="aiuc-footer-strip-center">FIG. A (SITE INDEX)</span>

    <span />
  </div>

  <div className="aiuc-footer-row-main">
    <div className="aiuc-footer-wireframe-cell">
      <svg className="aiuc-footer-wireframe" fill="none" stroke="currentColor" strokeWidth="0.4" viewBox="0 0 200 150">
        <rect height="130" width="180" x="10" y="10" />

        <rect height="40" width="60" x="20" y="20" />

        <rect height="40" width="40" x="90" y="20" />

        <rect height="40" width="40" x="140" y="20" />

        <rect height="60" width="60" x="20" y="70" />

        <rect height="60" width="90" x="90" y="70" />

        <line strokeDasharray="2,2" x1="20" x2="180" y1="65" y2="65" />

        <line strokeDasharray="2,2" x1="85" x2="85" y1="20" y2="60" />

        <circle cx="50" cy="40" r="6" />

        <circle cx="110" cy="40" r="6" />

        <circle cx="160" cy="40" r="6" />
      </svg>
    </div>

    <div className="aiuc-footer-wordmark-cell">
      <div className="aiuc-footer-wordmark">Artificial Intelligence Underwriting Company</div>
    </div>

    <div className="aiuc-footer-clocks">
      <InlineClock city="SFO" timeZone="America/Los_Angeles" />

      <InlineClock city="NYC" timeZone="America/New_York" />

      <InlineClock city="LON" timeZone="Europe/London" />
    </div>
  </div>

  <div className="aiuc-footer-row-sub">
    <div className="aiuc-footer-codeblock-cell">
      <div className="aiuc-footer-codeblock">
        <span className="aiuc-footer-codeblock-header">Code</span>
        <span className="aiuc-footer-codeblock-header">Structural unit</span>
        <span className="aiuc-footer-codeblock-code">a.</span>
        <span className="aiuc-footer-codeblock-text">AIUC-1 requirements for agent data, privacy, security, safety, reliability, accountability, and societal risk.</span>
        <span className="aiuc-footer-codeblock-code">b.</span>
        <span className="aiuc-footer-codeblock-text">Evidence templates for technical implementation, legal policy, operational practice, and third-party evaluation.</span>
        <span className="aiuc-footer-codeblock-code">c.</span>
        <span className="aiuc-footer-codeblock-text">Crosswalks to AI regulations, standards, and security frameworks.</span>
        <span className="aiuc-footer-codeblock-code">d.</span>
        <span className="aiuc-footer-codeblock-text">Quarterly updates shaped by enterprise adoption, risk, regulation, and community input.</span>
      </div>
    </div>

    <div className="aiuc-footer-columns-cell">
      <div className="aiuc-footer-columns">
        <div>
          <div className="aiuc-footer-column-header">I. Standard</div>

          <ul className="aiuc-footer-column-list">
            <li><a className="aiuc-footer-column-link" href="/">Overview</a></li>
            <li><a className="aiuc-footer-column-link" href="/crosswalks">Crosswalks</a></li>
            <li><a className="aiuc-footer-column-link" href="/evidence">Evidence</a></li>
            <li><a className="aiuc-footer-column-link" href="/changelog">Changelog</a></li>
          </ul>
        </div>

        <div>
          <div className="aiuc-footer-column-header">II. Learn</div>

          <ul className="aiuc-footer-column-list">
            <li><a className="aiuc-footer-column-link" href="/learn/about">About AIUC-1</a></li>
            <li><a className="aiuc-footer-column-link" href="/learn/contribute">Contribute</a></li>
            <li><a className="aiuc-footer-column-link" href="/scoping">Scoping</a></li>
            <li><a className="aiuc-footer-column-link" href="/faq">FAQ</a></li>
          </ul>
        </div>

        <div>
          <div className="aiuc-footer-column-header">III. Office</div>

          <ul className="aiuc-footer-column-list">
            <li><a className="aiuc-footer-column-link" href="/consortium">Consortium</a></li>
            <li><a className="aiuc-footer-column-link" href="/contact">Contact</a></li>
            <li><a className="aiuc-footer-column-link" href="/legal/privacy">Privacy policy</a></li>
            <li><a className="aiuc-footer-column-link" href="/legal/terms">Terms of use</a></li>
          </ul>
        </div>
      </div>
    </div>
  </div>

  <div className="aiuc-footer-strip-bottom">
    <span className="aiuc-footer-mono">100</span>
    <span>© AIUC — ALL RIGHTS RESERVED</span>
  </div>

  <span className="aiuc-footer-corner aiuc-footer-corner-bl">
    <svg fill="none" stroke="currentColor" strokeWidth="1" viewBox="0 0 12 12" width="12" height="12">
      <line x1="0" x2="12" y1="6" y2="6" />

      <line x1="6" x2="6" y1="0" y2="12" />
    </svg>
  </span>

  <span className="aiuc-footer-corner aiuc-footer-corner-br">
    <svg fill="none" stroke="currentColor" strokeWidth="1" viewBox="0 0 12 12" width="12" height="12">
      <line x1="0" x2="12" y1="6" y2="6" />

      <line x1="6" x2="6" y1="0" y2="12" />
    </svg>
  </span>
</div>
