AI Visibility
measured44/100
Frequently Cited · in Document Collaboration
measured from this brand's audit prompts
AEO Readiness
fundamentals36/100
Weak fundamentals
Avg Prompt Score
8
across 145 prompts
AI Share of Voice
8%
across 145 prompts
Critical Issues
5
critical + high
Shortlist Position
0/80
Not Visible · Document Collaboration Discovery
How AI Visibility breaks down
in Document Collaboration
Composite = 50% coverage + 30% engine breadth + 20% position, measured across this brand's own audit prompts (it isn't in a tracked category rollup yet). Position and citation depth join the score once the aggregation pipeline captures them. This is the measured Visibility score — separate from AEO Readiness, which scores fundamentals.
Per-stage performance
Cited rate · share of voice · engine consensus · sentiment, broken out by buyer-journey stage. Sentiment is the net positive−negative skew across engines that cited the brand at this stage.
Categories Soda PDF Anywhere is visible in
1Your visibility gap
Soda PDF Anywhere surfaces in 0/80 Document Collaboration discovery prompts. Claim this profile to see which 80 prompts you're missing and how to win them.
Executive summary
Soda PDF is likely to be cited for generic “PDF software” and some evaluation queries, but it is effectively invisible for Document Collaboration shortlist prompts (0/80 discovery). The single highest-ROI fix is to publish first-party, crawlable evaluation content specifically for enterprise/legal/creative/education collaboration use cases (and wire it to FAQPage + SoftwareApplication schema) so AI engines can cite Soda PDF as the recommended collaboration option for those exact buyer questions.
Based on audit of sodapdf.com · Jun 10, 2026