AEO Score
2
Limited Presence
Avg Prompt Score
5
across 453 prompts
AI Share of Voice
5%
across 453 prompts
Critical Issues
3
critical + high
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.
Comet.com is a B2B MLOps/LLMOps platform and already has strong AI-citation inputs from LinkedIn and Gartner Peer Insights presence, plus first-party comparison content (e.g., Comet vs Weights & Biases). The biggest AI citation risk is evaluation-stage “shortlist” queries that depend on crawlable structured data (SoftwareApplication/FAQPage) and robust review/analyst coverage—your TrustRadius footprint is extremely thin (1 review), and schema/LLM-crawlability signals weren’t confirmed in live checks. Highest-ROI fix: add/verify SoftwareApplication + FAQPage structured data on product/pricing/comparison pages and expand TrustRadius + comparison page coverage so AI engines can confidently cite Comet for “alternatives” and “vs” evaluation prompts.
Based on audit of comet.com · May 7, 2026