AI Visibility
measured41/100
Frequently Cited · in Developer Tools
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals1/100
Weak fundamentals
Avg Prompt Score
21
across 190 prompts
AI Share of Voice
21%
across 190 prompts
Critical Issues
3
critical + high
How AI Visibility breaks down
in Developer Tools
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 FOSSA is visible in
2Executive summary
FOSSA is a B2B SaaS with strong AI-citation inputs from G2 (15 reviews, 4.2★) and first-party evaluation content for at least one competitor (e.g., FOSSA vs Black Duck). The highest-ROI fix is to expand first-party comparison coverage for the exact evaluation prompts (Mend.io, Wiz, GitLab, Black Duck, Snyk) so AI engines can cite FOSSA for evaluation-stage “vs/compare” queries rather than defaulting to third-party review sites.
Based on audit of fossa.com · Oct 2, 2026