AI Visibility
measured18/100
Emerging · in Device Management
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals11/100
Weak fundamentals
Avg Prompt Score
20
across 466 prompts
AI Share of Voice
20%
across 466 prompts
Critical Issues
7
critical + high
Shortlist Position
18/66
Niche · Container Orchestration Discovery
How AI Visibility breaks down
in Device 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 SUSE Rancher is visible in
3Your visibility gap
SUSE Rancher surfaces in 18/66 Container Orchestration discovery prompts. Claim this profile to see which 48 prompts you're missing and how to win them.
Executive summary
Rancher is already cited for several Kubernetes production/distribution queries, but it is at high risk of being missing from evaluation patterns that require first-party, crawlable comparison and pricing evidence. The single highest-ROI fix is to publish/expand first-party evaluation content that directly targets the missing buyer questions (especially managed Kubernetes comparisons, autoscaling, service mesh, RBAC, networking, and monitoring performance) and ensure those pages are SSR-crawlable with evaluation-focused FAQPage/SoftwareApplication schema.
Based on audit of rancher.com · May 6, 2026