AI Visibility
measured16/100
Emerging · in Finance
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals63/100
Some gaps
Avg Prompt Score
3
across 182 prompts
AI Share of Voice
1%
across 172 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in Finance
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 Macrobond is visible in
2Executive summary
Macrobond is a B2B financial research platform with strong AI citation inputs from G2 (49 reviews, 4.7★) and clear, crawlable offerings/pricing structure on its own site. The biggest AI citation risk is evaluation-stage coverage: first-party “[Brand] vs Morningstar Direct / Crunchbase / AlphaSense / Perplexity” pages and SoftwareApplication/FAQPage structured data appear missing or not discoverable, which limits direct citation for comparison and pricing-evaluation prompts.
Based on audit of macrobond.com · Oct 5, 2026