AI Visibility
measured33/100
Emerging · in Developer Tools
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals46/100
Some gaps
Avg Prompt Score
92
across 16 prompts
AI Share of Voice
92%
across 16 prompts
Critical Issues
4
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.
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.
AI citation readiness for LF Decentralized Trust is moderate because the site is crawlable and has strong third-party authority signals (e.g., G2 seller page for The Linux Foundation with 348 reviews and 4.5/5). The biggest risk is conversion-stage evaluation queries (pricing + “worth it” + enterprise fit) because there is no clear, productized SaaS pricing page for LF Decentralized Trust itself and no first-party “[LF Decentralized Trust] vs Hyperledger/Ethereum” comparison pages found.
Based on audit of lfdecentralizedtrust.org · Sep 2, 2026