AI Visibility
measured44/100
Frequently Cited · in Spend Management
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals8/100
Weak fundamentals
Avg Prompt Score
9
across 298 prompts
AI Share of Voice
9%
across 298 prompts
Critical Issues
5
critical + high
How AI Visibility breaks down
in Spend Management
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 Oversight is visible in
2Executive summary
Oversight.com is a B2B SaaS spend/risk intelligence platform with strong AI-citation inputs from G2 (4.4/5 with 50 reviews) and clear evaluation-stage content (e.g., first-party “Oversight vs AppZen” page). The biggest risk to appearing in AI answers is missing/unclear structured data + crawlability signals for evaluation/conversion pages (pricing + SoftwareApplication/FAQPage), which limits direct citation for “pricing” and “how it works” prompts.
Based on audit of oversight.com · Oct 9, 2026