Can Your Content Review Continue to Hold Up?AI-generated content has become integrated into workflows at breakneck speed. Creative teams work diligently to oversee this output, not only ensuring it informs and represents the brand, but that it isn’t riddled with hallucinations, subtle bias or errors in fact.
Despite these efforts, when it comes to their content review process, 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 select from the buttons below to get your report. |
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Take the CQC Capability Domain Assessment Now |
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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
Role Clarity and Empowerment
- Do team members share a consistent understanding of what “edit,” “proofread,” or “review” entail—and the level of rigor required?
- Are reviewers equipped to identify nuanced content risks related to bias, validity, accessibility and influence?
CAPABILITY DOMAIN 2.0
AI Readiness and Adaptation
AI Readiness and Adaptation
- Has the team been trained to critically review AI-generated content (e.g., hallucinations, hidden bias, unverified claims)?
- Are there clear protocols or written guidelines for handling content created or assisted by AI tools?
CAPABILITY DOMAIN 3.0
Process and Accountability
Process and Accountability
- Beyond brand or editorial guidelines, does the team use tools and a structured process to ensure consistent quality control?
- Are recurring content issues documented, tracked and shared to prevent repeat mistakes?
CAPABILITY DOMAIN 4.0
Visibility and Oversight
Visibility and Oversight
- Can leaders see evidence that content risks are being addressed through a structured quality control process?
- Are you able to provide leadership with data that shows where and what kind of content risks exist, and how they are being addressed?