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The AI Recommendation Index. Track how brands appear in ChatGPT and Google AI Overview.

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Qdrant

qdrant.tech

OverviewSignals

Strength dropped across key prompts2d

New citation source opportunity detected3d

Competitor strength shift in niche5d

Index

Organic Prompts Niches

Domain Citations Mention Citations Citation Gaps

Monitor

DashboardPromptsCompetitors

Setup

TrafficTracking Setup

Qdrant

qdrant.tech

Brands
Qdrant

Brands
Qdrant

Peers

Brands that AI recommends alongside Qdrant, ranked by how frequently they co-appear across shared niches.

	Brand	Overlap	Parse Score
	Qdrant qdrant.tech		74.2
	Weaviate weaviate.io		78.5
	Milvus milvus.io		76
	Neo4j neo4j.com		76.1
	PostgreSQL postgresql.org		38.8
	Pinecone pinecone.io		73.4