AI Visibility
measured26/100
Emerging · in Audit & SOX
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals52/100
Some gaps
Avg Prompt Score
10
across 276 prompts
AI Share of Voice
10%
across 276 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in Audit & SOX
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 Wherefour is visible in
2Executive summary
Wherefour is a B2B manufacturing ERP + food traceability platform with strong third-party credibility (G2 shows 4.5★ and 53 reviews on the seller page). The biggest AI-citation risk is conversion-stage evaluation queries that require first-party, crawlable comparison and pricing evidence—especially for prompts like "How does Wherefour compare to Fishbowl?" and "How much does Wherefour cost?" where AI engines prefer directly citable pages.
Based on audit of wherefour.com · Oct 5, 2026