AEO Score
58
Growing Presence
Avg Prompt Score
92
across 634 prompts
AI Share of Voice
92%
across 634 prompts
Critical Issues
6
critical + high
Shortlist Position
49/80
Leader · Vector Databases Discovery
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 Milvus is visible in
1Your visibility gap
Milvus surfaces in 49/80 Vector Databases discovery prompts. Claim this profile to see which 31 prompts you're missing and how to win them.
Executive summary
Milvus is already strongly visible in AI discovery for vector database shortlists (cited in multiple buyer prompts) and has meaningful third-party review authority via G2 and Capterra. The biggest citation risk is evaluation/conversion intent: the site appears to lack crawlable, structured pricing and SoftwareApplication/FAQPage-style evaluation surfaces that AI engines use for “best for small businesses/solo developers/enterprise” and pricing queries—so it underperforms on the highest-value gap prompts you listed.
Based on audit of milvus.io · May 7, 2026