[unCited]
ProductCitation IndexAI InfluenceBlogBook
[unCited]/Weaviate
ProductCitation IndexAI InfluenceBlogBook
Claim profile →

AEO Score

26

Limited Presence

Avg Prompt Score

38

across 579 prompts

AI Share of Voice

38%

across 579 prompts

Critical Issues

5

critical + high

Shortlist Position

41/80

Challenger · Ai Infrastructure Discovery

Per-stage performance

🔍Discovery
392 category
Cited63%246/392
Share of voice34%avg
Engine consensus48%of engines
Competitors39.7avg/cited
Sentiment—no data
⚖️Evaluation
4 brand-level
Cited100%4/4
Share of voice100%avg
Engine consensus100%of engines
Competitors5.0avg/cited
Sentiment—no data
🛡️Trust
4 brand-level
Cited100%4/4
Share of voice100%avg
Engine consensus100%of engines
Competitors5.0avg/cited
Sentiment—no data
💰Conversion
4 brand-level
Cited100%4/4
Share of voice100%avg
Engine consensus100%of engines
Competitors5.0avg/cited
Sentiment—no data

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 Weaviate is visible in

2
  • Vector Databases1 of 22→
  • AI Infrastructure4 of 82→

Your visibility gap

Weaviate surfaces in 41/80 Ai Infrastructure discovery prompts. Claim this profile to see which 39 prompts you're missing and how to win them.

Claim Weaviate →

Executive summary

Weaviate is already visible for AI infrastructure discovery queries (e.g., research scientists and cloud architects) and has crawlable, tiered pricing plus multiple case studies. The biggest citation risk is evaluation-stage coverage for the specific buyer personas you listed (CRO, CFO, VP Eng, Systems Admin, etc.)—you need persona- and outcome-dense pages that answer those exact questions so AI engines can cite first-party content instead of only general vector-database explanations.

Based on audit of weaviate.io · May 5, 2026

Built for The Citation Economy