AI Visibility
measured16/100
Emerging · in Content & Knowledge
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals46/100
Some gaps
Avg Prompt Score
100
across 13 prompts
AI Share of Voice
100%
across 13 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in Content & Knowledge
Composite = 50% coverage + 30% engine breadth + 20% position, measured in the brand's strongest category. 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 Sciwheel is visible in
1Executive summary
Sciwheel/Lean Library Workspace is likely to be cited by AI engines for discovery and trust queries (e.g., “reference manager for Google Docs” and “Sciwheel reviews”) because it has strong G2 presence (48 reviews, 4.7/5). The biggest citation risk is evaluation/conversion queries that require crawlable first-party evidence (SoftwareApplication/FAQPage schema, first-party comparison pages, and crawlable pricing/LLMs.txt/robots.txt), which appear missing or inaccessible from this audit.
Based on audit of sciwheel.com · Oct 7, 2026