AI Talent Matrix Company Profile
Qdrant
Vector Database / AI Infrastructure · Berlin, Germany / Global
Matrix Employer Score™
93.37
High confidence
Employer Intelligence Evidence
Evidence-backed signals supporting our assessment of this AI employer.
AI ImpactHigh Confidence89.33 evidence itemsView evidence
Supporting signal
Production AI & Enterprise Adoption
Production AI & Enterprise Adoption
Medium Confidence
Oct 9, 2026
The Deutsche Telekom LMOS case describes Qdrant as a backend for an AI customer-service platform supporting more than two million conversations across three countries.
Production AI & Enterprise Adoption
High Confidence
Sep 26, 2026
Qdrant reports enterprise production use at companies including Canva, HubSpot, Roche, Bosch and OpenTable, more than 250M package downloads, and deployments ranging from cloud to edge and supercomputers.
Frontier Model And Enterprise Adoption
High Confidence
Sep 26, 2026
Qdrant reports enterprise production use at companies including Canva, HubSpot, Roche, Bosch and OpenTable, more than 250M package downloads, and deployments ranging from cloud to edge and supercomputers.
AI LeadershipHigh Confidence943 evidence itemsView evidence
Supporting signal
Data & AI Platform Leadership
Data & AI Platform Leadership
High Confidence
Oct 7, 2026
Qdrant documents binary quantization with oversampling and full-vector rescoring to control retrieval speed, memory and accuracy tradeoffs. This concrete retrieval mechanism adds technical evidence beyond the existing Rust engine and general hybrid-search description.
Data & AI Platform Leadership
High Confidence
Sep 26, 2026
Qdrant builds a Rust-based vector search engine focused on predictable low tail latency, billion-scale retrieval and composable retrieval infrastructure, including edge deployments and hybrid search.
Frontier Research Leadership
High Confidence
Sep 26, 2026
Qdrant builds a Rust-based vector search engine focused on predictable low tail latency, billion-scale retrieval and composable retrieval infrastructure, including edge deployments and hybrid search.
Employer StrengthHigh Confidence903 evidence itemsView evidence
Supporting signal
Data & AI Platform Employer Strength
Data & AI Platform Employer Strength
Medium Confidence
Oct 9, 2026
Qdrant's organization-maintained GitHub Sponsors page describes a Berlin core team with geographically distributed remote members and identifies named machine-learning and Rust software engineers alongside its founders.
Data & AI Platform Employer Strength
High Confidence
Sep 26, 2026
Qdrant offers managed, hybrid and private-cloud enterprise deployments across AWS, Google Cloud and Azure, and raised a $50M Series B in 2026 to scale its core retrieval infrastructure.
Deployment Capacity
High Confidence
Sep 26, 2026
Qdrant offers managed, hybrid and private-cloud enterprise deployments across AWS, Google Cloud and Azure, and raised a $50M Series B in 2026 to scale its core retrieval infrastructure.
Market TransferabilityHigh Confidence953 evidence itemsView evidence
Supporting signal
Data & AI Skill Transferability
Data & AI Skill Transferability
Medium Confidence
Oct 7, 2026
Qdrant documents collection snapshots containing data and pre-built indexes, restoration across environments without reindexing, version compatibility requirements and temporary disk capacity requirements. These explicit backup and recovery practices support transferable database operations skills.
Data & AI Skill Transferability
High Confidence
Sep 26, 2026
Qdrant expertise spans vector databases, retrieval, Rust systems engineering, distributed infrastructure, RAG, multimodal search and enterprise deployment, all highly transferable across AI systems employers.
Frontier Agent Skill Transferability
High Confidence
Sep 26, 2026
Qdrant expertise spans vector databases, retrieval, Rust systems engineering, distributed infrastructure, RAG, multimodal search and enterprise deployment, all highly transferable across AI systems employers.
Matrix Employer Score™ components are supported by structured employer evidence, versioned methodologies, and confidence ratings.
Hiring Signal
Hiring
Employer Signal
90
Hiring Opportunity
94
Company Overview
Employer Snapshot
AI Category
Vector Database / AI Infrastructure
Primary Location
Berlin, Germany / Global
Founded
2021
Employees
150
Why AI Talent Watches Qdrant
Qdrant develops an open-source vector database and cloud platform for retrieval, semantic search, RAG, and agentic AI applications.
Why Join
Build core retrieval infrastructure used by modern RAG and agentic AI systems.
Employer Intelligence
Hiring: Hiring
Talent Competition: Very High
Technical Bar: Exceptional
AI Talent Matrix Confidence: High confidence
Talent Intelligence
Matrix Employer Score™ Breakdown
Core Employer Intelligence
AI Impact
89.3
AI Leadership
94
Employer Strength
90
Market Transferability
95
Career & Workplace
Career Growth
100
Compensation
90
Engineering Culture
100
Work-Life Balance
90
Evidence-Backed Signals
Career Upside
100
Talent Density
100
Hiring Opportunity
94
Talent & Career Programs
Remote Policy
Remote Friendly
Visa Sponsorship
Case by Case
Internship Program
Limited
New Grad Program
Limited
AI Focus
Vector Search / Retrieval / RAG / Agent Infrastructure
Flagship Products
Qdrant Vector Database; Qdrant Cloud; FastEmbed
Data & Methodology
How AI Talent Matrix interprets this employer
Last Updated
9/5/2026
AI Talent Matrix Confidence
High confidence
Methodology
View Matrix Employer Score™ Methodology →AI Talent Matrix scores and signals are comparative employer-intelligence indicators and should not be interpreted as guarantees of hiring, compensation, career outcomes, or individual fit.
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