Qdrant Cloud
Qdrant Cloud is an AI-powered Development tool — AI vector database cloud. Best for: Development. Pricing: Freemium (GateOnAI Score: 45/100).
AI vector database cloud
Provides a managed vector similarity search service that stores high‑dimensional embeddings in a cloud‑hosted database. Supports real‑time upserts, filtered queries, and payload metadata attached to each vector. Offers automatic sharding and replication for horizontal scaling without manual configuration. Integrates with popular machine‑learning frameworks via gRPC and REST endpoints, letting developers embed similarity search directly into recommendation engines, semantic search, or anomaly detection pipelines. The free tier includes 1 GB storage and limited query throughput; paid plans add more storage, higher QPS, and SLA guarantees. It also provides TLS encryption for data in transit and at rest. Features a built-in payload index that enables filtering on scalar fields such as tags, timestamps, or categories, reducing the need for external databases. Provides on‑disk and in‑memory storage options, allowing trade‑offs between latency and cost. Includes a snapshot system for point‑in‑time backups and restores, useful for disaster recovery or versioned experiments. Supports multi‑tenant isolation, so SaaS providers can host separate collections per client securely. The console displays real‑time latency heatmaps, helping operators spot performance regressions early. Targeted at developers building AI‑enhanced applications, data scientists running similarity experiments, and enterprises needing scalable vector search. Typical use cases include product recommendation, image similarity, document retrieval, and fraud detection. Pricing follows a usage‑based model after the free quota; upgrades are billed monthly based on storage GB and query units. The service complies with GDPR and provides VPC peering for private network access, making it suitable for regulated environments. Documentation includes code samples in Python, Go, and Java, easing quick adoption. Support tickets are answered within an hour on paid tiers, ensuring minimal downtime during critical launches.
More Development Tools
- AWS Bedrock - AWS managed AI foundation models service
- AWS CodeWhisperer - Amazon's AI coding companion for cloud development
- AWS Comprehend - AWS AI natural language processing service
- AWS Forecast - AWS AI time series forecasting service
- AWS Kendra - AWS AI intelligent enterprise search service
- AWS Personalize - AWS AI real-time personalization service
Works Well With
Tools that Qdrant Cloud genuinely connects with, based on real input/output compatibility data (not just shared category):
- Chroma - The AI-native open-source embedding database.
- Yi AI - 01.AI open-source large language model
- Vectra AI - AI-driven threat detection for cloud and networks.
- Outsystems - AI high-performance low-code platform
- Mendix - AI low-code application platform
- Glide - Build AI-powered apps from your data without coding