AI Visibility
measured33/100
Emerging · in Wiki & Docs
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals46/100
Some gaps
Avg Prompt Score
100
across 32 prompts
AI Share of Voice
100%
across 32 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in Wiki & Docs
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 Spectrum Labs is visible in
1Executive summary
Spectrumlabsai.com appears to be a B2B trust/safety & AI governance SaaS brand, but AI citation readiness is constrained by missing first-party evaluation assets (notably no discoverable first-party pricing/comparison surfaces on the requested domain). The single highest-ROI fix is to publish crawlable, SSR-first evaluation pages on spectrumlabsai.com (pricing + [Brand] vs [Competitor] pages that lead with the audited brand) so AI engines can cite it for evaluation and conversion queries.
Based on audit of spectrumlabsai.com · Sep 1, 2026