Data Methodology: Adoption data is based on public tech stack disclosures, job postings, case studies, and verified enterprise reports analyzed by UsedBy.ai. Showing 12 verified enterprise adoptions. More data being indexed continuously.
Decision Guide
Which One Should You Choose?
Based on real enterprise adoption patterns
UsedBy Exclusive Data
Industry Adoption Patterns
See which industries prefer each tool based on real adoption data

Qdrant by Industry
Marketing Tech20%
Investment & VC20%
Manufacturing20%
Biotech & Pharma20%
IT Services & System Integration20%

Numeric by Industry
Numeric is the go-to choice for Fintech & Payments (86% of adopters)
Fintech & Payments86%
Marketplace14%
Real User Feedback
What Users Say
Testimonials from verified enterprise users

“Qdrant powers our demanding recommendation and RAG applications...a reliable solution for our AI infrastructure.”

Srubin Sethu Madhavan
Technical Lead II, Hubspot

“Numeric gives us a very helpful and meaningful user interface where it generates all the transactions at an individual transaction level in the same view, so you don't have to toggle back and forth.”

Shao Li
Director of Accounting, Brex
Qdrant vs Numeric: Your Questions Answered
Numeric leads in enterprise adoption with 7 companies, versus 5 for Qdrant. This indicates broader market acceptance for Numeric.
While our data doesn't show companies currently using both tools together, they serve different purposes and could potentially complement each other.
Qdrant is particularly strong in Marketing Tech (20% of adopters), while Numeric dominates in Fintech & Payments (86%). Choose based on your industry's prevailing stack.
For startups, consider: Qdrant offers flexible pricing, while Numeric uses freemium pricing. Both are validated by enterprise use, ensuring scalability as you grow.
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