[unCited]
ProductCitation IndexAI InfluenceBlogBook
[unCited]/Zilliz Cloud
ProductCitation IndexAI InfluenceBlogBook
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AEO Score

6

Limited Presence

Avg Prompt Score

36

across 495 prompts

AI Share of Voice

36%

across 495 prompts

Critical Issues

5

critical + high

Shortlist Position

0/80

Not Visible · Data Warehouse Discovery

Per-stage performance

🔍Discovery
293 category
Cited49%143/293
Share of voice40%avg
Engine consensus54%of engines
Competitors11.2avg/cited
Sentiment—no data
⚖️Evaluation
4 brand-level
Cited100%4/4
Share of voice92%avg
Engine consensus92%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 Zilliz Cloud is visible in

3
  • Vector Databases5 of 22→
  • LLM Platforms52 of 64→
  • Data Warehousenot yet measured→

Your visibility gap

Zilliz Cloud surfaces in 0/80 Data Warehouse discovery prompts. Claim this profile to see which 80 prompts you're missing and how to win them.

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Executive summary

Zilliz Cloud has strong B2B citation inputs from G2 (53 reviews, 4.7★) and active first-party comparison content for key competitors (e.g., Weaviate vs Zilliz on zilliz.com.cn). The biggest AI citation risk is evaluation-stage coverage for brand-aware competitor queries (e.g., “How does Zilliz Cloud compare to Pinecone?”) and conversion-stage crawlability for “How much does Zilliz Cloud cost?”—you need crawlable, SSR pricing + first-party “[Zilliz Cloud] vs Pinecone/Weaviate/Qdrant/Milvus/Chroma” pages on zilliz.com (not only docs or localized domains).

Based on audit of zilliz.com · May 6, 2026

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