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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

Niches

Competitive niches where AI mentions Qdrant

Niche
Enterprise Vector and Graph Databases	4	66.5%
LLM Evaluation and Observability Platforms	4	1.9%
Software Development and Security Tools	12	0.2%