AI processing indicator shown to users

The EU AI Act requires that users be notified when they are interacting with an AI system in certain contexts, and the principle is extending across jurisdictions. When AI-generated responses are visually indistinguishable from human-authored content, users cannot make informed decisions about how much to trust or act on the output. OWASP LLM09 (Misinformation) classifies unmarked AI output as a reliability risk — users who mistake AI responses for authoritative human answers are more likely to act on hallucinated information. Disclosure is the minimum accountability signal an AI-powered product can provide.

Add a visual label to every component that renders AI-generated content. An accessible aria label ensures screen reader users also receive the disclosure.

// components/ai-message.tsx
export function AiMessage({ content }: { content: string }) {
  return (
    <div className="ai-response" role="article" aria-label="AI-generated response">
      <span className="text-xs text-muted-foreground flex items-center gap-1">
        <SparklesIcon className="h-3 w-3" aria-hidden="true" />
        AI response
      </span>
      <p>{content}</p>
    </div>
  )
}

Apply this to every rendering path — streaming responses, cached responses, and fallback states. The label should be visible without hover; users should not need to inspect the UI to know the content is AI-generated.

• ID: ai-data-privacy.data-collection-consent.ai-processing-indicator

• Severity: low

• What to look for: Enumerate every relevant item. Examine UI components that display AI-generated content or AI responses. Look for labels, icons, badges, or aria attributes that distinguish AI-generated output from human/static content. Search for text strings like "AI", "Generated by", "Powered by", "AI response", sparkle icons (✦, ✨ as text/SVG references), or similar in component files that render AI output.

• Pass criteria: At least 1 of the following conditions is met. Components rendering AI-generated content include at least one visual indicator that identifies the content as AI-generated. This can be an icon, a label, a tooltip, or an accessible aria label.

• Fail criteria: AI-generated responses are rendered identically to user messages or static content with no visual distinction.

• Skip (N/A) when: The AI is used purely for backend tasks (classification, moderation, spam detection) with no AI-generated text presented directly to users.

• Cross-reference: For user-facing accessibility and compliance, the Accessibility Basics audit covers foundational requirements.

• Detail on fail: "Components rendering AI responses in [file(s)] contain no visible indicator distinguishing AI output from other content"

• Remediation: Transparency about AI-generated content is required under the EU AI Act for certain use cases and is best practice universally. Users should know when they are reading machine-generated text.

  Add a simple indicator to your AI response component:

  // components/ai-message.tsx
  export function AiMessage({ content }: { content: string }) {
    return (
      <div className="ai-response" role="article" aria-label="AI-generated response">
        <span className="text-xs text-muted-foreground flex items-center gap-1">
          <SparklesIcon className="h-3 w-3" />
          AI response
        </span>
        <p>{content}</p>
      </div>
    )
  }