Content Quality Control (CQC)
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Your Process Was Good Until AI Put a Wrench in Things

For years, content teams have operated with care and competence, developing campaigns, crafting messaging and reviewing materials before they go live. But the arrival of AI has massively shifted the scope and the stakes.

Content still needs to be clear, polished and on-brand. But now it also needs to be safe, accountable and defensible.

How do you achieve that?

No one really seems to know. In fact, data suggests the majority of organizations don’t have structured risk mitigation review processes in place. In a 2025 KPMG-led survey:
  • 56% of respondents said they are making mistakes in their work due to AI
  • 66% of respondents admitted they rely on AI output without evaluating accuracy
Source: Gillespie, N., Lockey, S., Ward, T., Macdade, A., & Hassed, G. (2025). Trust, attitudes and use of artificial intelligence: A global study 2025. The University of Melbourne and KPMG. 

CQC Offers a Needed Solution
CQC is a structured, tool-based, human-led risk mitigation system designed to manage human- and AI-generated content.

When you adopt CQC, you’re doing more than tightening up your review process and giving your team a methodical way to reduce reputational risk. You’re offering your organization something that’s in short supply: reassurance and defensibility. You become a team that’s not only creative, but strategic and on the leading edge of AI risk mitigation.

​Get the Structured Risk Mitigation System You Need
With AI now dominant, the need to shift from proofreading to protecting is more critical than ever. Visit our Partner page to discover the ways CQC can help you reduce risk, help your team align on reviewing processes and goals and demonstrate to your leadership that you're on the forefront of mitigating AI-related risks.

Getting a risk mitigation system in place takes time—but sometimes, high-stakes content can’t wait. Our award-winning editorial experts are here to review your content, applying their insights and risk mitigation services to help you protect your brand. Get in touch today at [email protected].

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Content Development/Writing
Editing & Risk Mitigation (Content Quality Control)
AI Content Risk Mitigation Consulting & Solutions

Products
Content Quality Control Toolkit & Data System
Insights & Capabilities
Assess Your Risk
Business Insights
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​Agency Partnerships
CQC Today: Reviewing for Bias
About Us
​CQC Mission, Vision & Values
Content Quality Control (CQC)
What Is CQC?
CQC Content Evaluation Framework
CQC Common Errors Monitor
CQC Feedback Alignment Agreement
CQC Specialist
Risk Data Reporting
Get in Touch
Email: [email protected]
​New Clients: Submit an Inquiry
Work with Us
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© 2025 Content Quality Control and M.J. Dale Communications, LLC. All rights reserved. 
  • Home
  • What Is CQC?
    • CQC Framework
    • CQC Common Errors Monitor
    • CQC Feedback Alignment Agreement
    • CQC Specialist
    • Risk Data Reporting
  • Assess Your Risk
  • Services
  • For Business
  • For Agencies
  • About
    • CQC Mission, Vision & Values