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Click below the assessment to access your report.

Can Your Content Review Continue to Hold Up?

AI-generated content has become integrated into workflows at breakneck speed. Content teams work hard to manage the output. However, even the most talented teams can have blind spots that leave content, and therefore their organizations, at risk. Take the ​​CQC Capability Domain Assessment to gain insight into your content review maturity level, then click below to get your report. 

Take the CQC Capability Domain Assessment Now
Answer "yes" or "no" to each question and be sure to assess all four domains. Otherwise you may overestimate your risk coverage. 
CAPABILITY DOMAIN 1.0
​Role Clarity and Empowerment
  1. Do your team members share a consistent understanding of what “edit,” “proofread,” or “review” entail—and the level of rigor required?
  2. ​Are reviewers equipped with education and tools to identify nuanced content risks related to bias, validity, accessibility and influence?
CAPABILITY DOMAIN 2.0
AI Readiness and Adaptation
  1. Has your team been trained to critically review AI-generated content (e.g., hallucinations, hidden bias, unverified claims)?
  2. Are there clear protocols or written guidelines for identifying risks in content created or assisted by AI?
CAPABILITY DOMAIN 3.0
Process and Accountability
  1. Beyond brand or editorial guidelines, does your team use tools and a structured process to ensure consistent quality control?
  2. Are recurring content mistakes documented, tracked and shared to prevent repeat errors?​
CAPABILITY DOMAIN 4.0
Visibility and Oversight
  1. Can leaders see evidence that content risks are being addressed through a structured quality control process?
  2. Are you able to provide leadership with data that shows where and what kind of content risks exist, and how they are being addressed?

Access Your Report

0-2 "No" Responses
3-5 "No" Responses
6+ "No" Responses
Did your assessment reveal problem areas?
​Book a free 30-minute consultation with me to review your results and explore how CQC Editorial + Advisory can help close any gaps. 
*Nothing changes in how clients experience working with me. There is nothing new to implement, do or manage. It just means they now have solid evidence that their AI-assisted content isn’t just "reviewed," but is being systematically protected.
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Content Development & Interviewing
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CQC Content Evaluation Framework
CQC Common Errors Monitor
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Email: [email protected]
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Work with CQC Editorial + Advisory
CQC Editorial + Advisory specializes in content oversight, development and repurposing, along with brand content protection. While I have special expertise in healthcare, I have worked across multiple sectors and CQC is appropriate for all industries.
Content Quality Control (CQC) is a proprietary human-led, tool-based content review system focused on identifying and removing errors that can occur in both human-driven and AI-assisted content.
© 2025-26 Content Quality Control, CQC Editorial + Advisory and M.J. Dale Communications, LLC. All rights reserved. Content Quality Control (CQC) is a proprietary, structured system provided as a service designed to help identify and reduce risk within content—it is not a legal, regulatory, or compliance review. The CQC system, its methodology, and brand protection tools are the exclusive intellectual property of M.J. Dale Communications, LLC. While designed to help identify content errors, M.J. Dale Communications, LLC does not warrant that every issue will be identified or resolved.