GEO-16 Content Scorecard
Score your content against the 16 research-validated pillars that determine AI citation probability
Research-Validated: UC Berkeley GEO Study (Kumar & Palkhouski, 2025)
How This Tool Works
Score each of the 16 sub-pillars from 0-3 based on how well your content implements that element.
The tool calculates your GEO Score (quality threshold) and Pillar Hits (breadth of implementation).
Research shows content achieving ≥0.70 GEO Score AND 12+ pillar hits achieves 72-78% AI citation rates.
Educational Use Only: This tool is provided for learning and self-assessment purposes. Results are based on your own manual evaluation and do not guarantee any specific AI citation outcomes. The methodology synthesizes academic research but actual citation performance depends on many factors beyond content quality alone.
GEO Score
0.00
Target: ≥0.70
Pillar Hits
0/16
Target: ≥12
Raw Score
0/48
Sum of all ratings
Not Yet Scored
Complete the scorecard below to see your citation probability
0 = Not present
1 = Partially implemented
2 = Implemented (pillar hit)
3 = Excellently implemented