Content Quality Assurance Scorecard
45-Point System: Evaluate content before publication using research-validated techniques
Pre-Publication Checklist from Section 6.8 of the Methodology
How This Tool Works
Use this checklist to evaluate content before publication. Each technique represents a research-validated or best-practice element that improves AI citation probability.
The techniques derive from Princeton GEO Study findings, UC Berkeley research, and documented industry best practices.
Educational Use Only: This tool is for learning and self-assessment. Scoring weights represent one implementation model—organizations should calibrate to their context. Results help diagnose content readiness but do not guarantee AI citation outcomes.
Total Score
0/45
Content readiness
Percentage
0%
Of maximum
Items Checked
0/14
Criteria met
Poor (<50%)
Fair (50-74%)
Good (75-89%)
Excellent (90%+)
Begin Evaluation
Check criteria below
Top Improvements
- Complete checklist to see suggestions