AI Visibility
measured54/100
Frequently Cited · in LLM Platforms
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals38/100
Weak fundamentals
Avg Prompt Score
100
across 365 prompts
AI Share of Voice
100%
across 365 prompts
Critical Issues
3
critical + high
How AI Visibility breaks down
in LLM Platforms
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 Cohere is visible in
1Executive summary
Cohere is a B2B AI model/API provider and has strong entity authority (Wikipedia) plus public pricing documentation, but it is weak on AI citation for evaluation-style queries because it has effectively no G2 review volume and no clearly indexable first-party comparison pages found in live search. Highest-ROI fix: publish/SSR-index first-party evaluation content ("Cohere vs X" and "alternatives to Cohere" style pages) and add SoftwareApplication/FAQPage structured data on those pages so AI engines can cite Cohere directly during shortlist formation.
Based on audit of cohere.com · Sep 1, 2026