AI Visibility
measured10/100
Emerging · in Vertical SaaS
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals3/100
Weak fundamentals
Avg Prompt Score
12
across 461 prompts
AI Share of Voice
12%
across 461 prompts
Critical Issues
5
critical + high
How AI Visibility breaks down
in Vertical SaaS
Composite = 60% coverage + 40% engine breadth, 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 Granular Insights is visible in
1Executive summary
Granular Insights has strong baseline AI citation signals from G2 (44 reviews, 4.5★) for farm management evaluation queries, but its own domain appears to lack crawlable first-party evaluation assets (notably pricing and comparison pages) that models need for direct-answer and comparison/purchase-intent prompts. The single highest-ROI fix is to publish/ensure crawlable first-party pages for pricing (“How much does Granular Insights cost?”) and brand-led comparisons (“How does Granular Insights compare to Conservis?” / “...compare to farmbrite?”) with SSR content and evaluation-focused structure.
Based on audit of granular.ag · May 6, 2026