CONTENT QUALITY CONTROL (CQC)
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CONTENT REVIEW + ​RISK MITIGATION

Content Quality Control

For AI- + Human-Generated Content
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Better Than Editing Alone

Content Quality Control (CQC) is a new approach to content review that places a heavy emphasis on risk mitigation. It can be used to review AI-generated content, human-generated content or a combination of both.

​CQC involves four tasks and responsibilities, all performed by the same professional: proofreading, editing, analyzing and advising.
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Do What AI Can't: Use CQC to Protect Business from Risk


58% of employees admit they don't check the accuracy of AI-generated outputs
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. DOI 10.26188/28822919
91% of companies don’t feel prepared to deploy GenAI responsibly
Source: Bevan, O., Chui, M., Kristensen, I., Presten, B., & Yee, L. (2024, March 13). Implementing generative AI with speed and safety. McKinsey Quarterly.
55% of executives said they experienced at least one incident where AI-generated content was biased, incorrect or misaligned with company values 
Source: Singla, A., Sukharevsky, A., Yee, L., Chui, M., & Hall, B. (2025, March 12). The state of AI: How organizations are rewiring to capture value. McKinsey.

The Cost of Overlooking Content Risk

AI Can Write It. But You Need to Protect It. >>
CQC trains your team to do what AI can’t: use critical human thinking to analyze and advise on content credibility, bias, validity, influence and more. 
"Can You Take a Look at This and Flag Anything That Sounds Off?" >>
​It sounds like trust. But it's actually ambiguity.
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Your Team Is Arguing Instead of Aligning >>
Without shared standards that go beyond the brand, feedback becomes friction—and work can grind to a halt.
Is Your Content Process Prepared for the AI Era? >>
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A 2025 McKinsey study showed that 55% of executives said they experienced at least one incident where AI-generated content was biased, incorrect or misaligned with company values. Where do you stand?

Learn More About Content Quality Control (CQC)

AI can generate content faster than ever, but with that speed comes increased risk.
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CQC offers organizations a smarter, more strategic approach to risk mitigation, and at the same time, gives writers, editors and proofreaders a new path to evolve, contribute and find meaningful work.
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Learn more about CQC >>
Content and CQC Concept ©2016-25, M.J. Dale Communications, LLC
Thank you for linking to www.ContentQualityControl.org when sharing CQC concepts.
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  • Home
  • What Is CQC?
    • CQC Framework
    • CQC Specialist
    • CQC Risk Reduction Brief
    • CQC Feedback Alignment Agreement
  • Get Your Risk Score
  • CQC Blog