The ECHO FRAMEWORK
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    • Home
    • ECHO™
      • AI prompting: overview
      • The ECHO Framework™
      • ECHO Basic™
      • ECHO+™
      • 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+™
    • 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

AI ASSURANCE >> OVERVIEW

Research reveals critical gaps

  Recent studies expose systematic AI audit failures with only 42% of companies actively supervising AI decisions and 67% admitting they don't understand how AI systems reach conclusions

Closing AI audit gaps to reduce liability

Audit gaps threaten business continuity

Audit gaps threaten business continuity

Audit gaps threaten business continuity

  SMEs face heightened exposure to compliance violations due to resource constraints and limited AI expertise. Regulatory frameworks like the EU AI Act exemplify emerging global standards requiring systematic risk management, documentation and human oversight.

Global standards demand controls

Audit gaps threaten business continuity

Audit gaps threaten business continuity

   Emerging regulations worldwide emphasise risk management, documentation and human oversight requirements. ISO 9001 compliance demands systematic documentation, version control and audit trails that traditional AI deployments fail to maintain without structured frameworks 

Intervention closes critical gaps

Audit gaps threaten business continuity

Intervention closes critical gaps

 The ECHO Framework™ enables SMEs to systematically identify audit gaps whilst professional AI assurance services provide comprehensive risk mitigation. Human-led governance remains essential for closing gaps that AI tools identify but cannot resolve independently. 

Further reading

Input manipulation risks

Learn more

Disclosure risks

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Supply chain risks

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