What is the Vector Databases AI visibility ranking?

The Vector Databases AI visibility ranking measures how often AI models like ChatGPT, Gemini, and others recommend specific brands when asked about vector databases. We run 2 prompts across several leading AI models and track which brands appear most frequently in responses.

Which brand ranks #1 in Vector Databases?

Qdrant currently ranks #1 in Vector Databases with 80.9% AI visibility — meaning it appears in roughly 81% of AI-generated responses for this niche.

How many brands are tracked in Vector Databases?

We currently track 4 brands in the Vector Databases niche. New brands are automatically discovered when AI models mention them in responses and are added after review.

How often are these rankings updated?

Rankings are refreshed weekly every Sunday at 4 AM UTC. Each update re-runs all prompts across multiple AI models to capture the latest shifts in brand visibility and recommendations.

How is AI visibility calculated?

AI visibility is calculated by sending curated prompts to multiple AI models (including GPT-4o Mini, Gemini Flash, DeepSeek, and Mistral). We count how often each brand is mentioned across all responses and express it as a percentage of total mentions. This gives an objective measure of how likely an AI is to recommend a given brand.