The ECHO FRAMEWORK
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    • ECHO
      • AI prompting: overview
      • The ECHO Framework
      • ECHO Basic
      • ECHO Plus
      • Persistent ECHO
      • Dynamic ECHO
    • Audit gaps
      • AI assurance: overview
      • Input manipulation risks
      • Disclosure risks
      • Supply chain risks
      • Free diagnostic review
    • Human-led AI
      • Human-led AI: overview
      • ISO 9001
      • Other audit gaps
      • Risk controls
      • Sandbox environments
    • Training
      • Training: overview
      • Gradual upskilling
      • Confidentiality
    • About
      • Eye For Business
  • Home
  • ECHO
    • AI prompting: overview
    • The ECHO Framework
    • ECHO Basic
    • ECHO Plus
    • Persistent ECHO
    • Dynamic ECHO
  • Audit gaps
    • AI assurance: overview
    • Input manipulation risks
    • Disclosure risks
    • Supply chain risks
    • Free diagnostic review
  • Human-led AI
    • Human-led AI: overview
    • ISO 9001
    • Other audit gaps
    • Risk controls
    • Sandbox environments
  • Training
    • Training: overview
    • Gradual upskilling
    • Confidentiality
  • About
    • Eye For Business

INPUT MANIPULATION THREATS

Prompt injection attacks manipulate AI to extract confidential data and disrupt operations. Ambitious enterprises must employ protective protocols to prevent data breaches, operational failures and regulatory risks threatening business survival. 

AI ASSURANCE—PROMPT INJECTION RISKS

CRITICAL VULNERABILITIES

SYSTEM MANIPULATION THREATENS OPERATIONS

SYSTEM MANIPULATION THREATENS OPERATIONS

  • Exploits AI input processing
  • Risks data breaches and leaks
  • Prevent with input validation
  • Use template-based constraints

SYSTEM MANIPULATION THREATENS OPERATIONS

SYSTEM MANIPULATION THREATENS OPERATIONS

SYSTEM MANIPULATION THREATENS OPERATIONS

  • Bypass security boundaries
  • Overcome automated controls
  • Require human checkpoints
  • Guard against liability exposure

IMMEDIATE PROTECTION REQUIREMENTS

SYSTEM MANIPULATION THREATENS OPERATIONS

IMMEDIATE PROTECTION REQUIREMENTS

  • Enforce defence protocols
  • Maintain human oversight
  • Restrict unauthorised access
  • Safeguard business continuity

PRACTICAL MITIGATION EXAMPLE

Use template-based input constraints, combined with human review checkpoints, to block malicious commands. Validate inputs systematically to prevent unauthorised AI actions, securing confidential data and business operations.


Real-world application: Create predefined prompt formats that restrict AI responses to approved business functions only, while requiring human approval before processing any requests that deviate from standard templates or access sensitive information.

FURTHER READING

Disclosure risks

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Supply chain risks

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The ECHO Framework™

Prompt engineering by Eye For Business (Eye4B)

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