Tools
Mixedbread Embed vs Qdrant
Mixedbread Embed or Qdrant? Their plans monthly and yearly, the capabilities their makers state, security and latest updates, side by side — read from the makers' own pages.
In short
- Both: Command line, Self-hosted, API, Runs models for you, Search over your data
- Only Mixedbread Embed states: Knows the whole codebase, No code retained
- Only Qdrant states: Official SDKs
Mixedbread Embed
Legacy direct embedding APIs and models from Mixedbread; new integrations are directed to Mixedbread Search Stores.
Plans
Starter
Free
- $5 in one-time credits
- 3 workspace users
- 10 stores
- 100 requests / minute
- Community Slack support
Scale
- $20 / month
- $20 of credits included every month
- Unlimited workspace users
- 10,000 stores
- 1,200 queries/min, 360 ingestion/min
- Automatic backups
- Priority Slack support (same-day SLA)
Enterprise
Price on request
- Volume-based discounts
- Unlimited workspace users
- Unlimited stores
- Custom rate limits & SLA
- Automatic backups, point-in-time recovery
- Dedicated support team
Prices checked 2026-09-25 on the maker’s page.
Capabilities
- Knows the whole codebase — “Upload PDFs, images, documents, code, or video in any format and instantly make it searchable with natural language queries.” source
- Command line — “We built our CLI to streamline Store operations for developers.” source
- Self-hosted — “Bring Your Own Cloud runs Mixedbread inside your own cloud account, keeping data and compute there.” source
- No code retained — “Bring Your Own Bucket keeps your content in object storage you control, such as S3, while Mixedbread indexes and searches it without retaining it.” source
- API — “Mixedbread is an API for integrating fast, multimodal search into your applications, agents, and AI systems.” source
- Runs models for you — “They are separate from the LLM tokens Toast 1 uses for inference.” source
- Search over your data — “Create a store (your search index) and upload any file format — PDFs, images, documents, code, videos.” source
Latest updates
- Tag Stores for Easy Tracking
Stores can be tagged for tracking and filtering, and copied Stores inherit their source's tags.
- Copy Store for Testing and Branching
You can copy a Store's files into a new Store without reprocessing; the copy inherits the source configuration by default.
- Structured Output for Toast 1 (Toast 1)
The Responses and Chat Completions APIs now support structured outputs for Toast 1.
Qdrant
Qdrant is an open-source vector search engine and managed cloud service for semantic search, RAG, recommendations, and AI agents.
Plans
Free Tier
Free
- Free forever
- Single Node Cluster
- 0.5 vCPU / 1GB RAM / 4 GB Disk
- Free Cloud Inference With Selected Models
Standard Tier
- from 25$
- Usage-based pricing
- Dedicated Resources
- Flexible Vertical and Horizontal Scaling
- Highly Available Setups
- Backup & Disaster Recovery
- 99.5% Uptime SLA
Prices checked 2026-09-25 on the maker’s page.
Capabilities
- Command line — “API, Terraform, Pulumi, CLI” source
- Self-hosted — “Open-source DNA with enterprise-grade security and flexibility — run on-prem, hybrid, edge, or move seamlessly to Qdrant Cloud.” source
- API — “Start with a single API call — scale to advanced control over HNSW, hybrid fusion, reranking, and multi-vector retrieval, all via REST, gRPC, or official clients (Python, JavaScript, etc.).” source
- Official SDKs — “official clients (Python, JavaScript, etc.).” source
- Runs models for you — “Generate text and image embeddings and run vector search in Qdrant Cloud — no separate pipeline or infrastructure needed.” source
- Search over your data — “Deliver context-rich answers with hybrid dense – sparse retrieval, metadata filters, and fresh updates.” source
Security
- SOC 2 Type II — “Qdrant holds SOC 2 Type 2 and HIPAA certifications.” source
- SOC 2 — “Qdrant holds SOC 2 Type 2 and HIPAA certifications.” source
- GDPR — “For deployments subject to GDPR, Qdrant provides a Data Processing Agreement covering data protection and privacy commitments.” source
- HIPAA — “Qdrant is HIPAA certified and Business Associate Agreement is available for Qdrant Managed Cloud.” source
- Data kept in the EU — “Data in Qdrant clusters stored only in the cluster's deployment region.” source
Latest updates
- v1.19.0 (v1.19.0)
Added 4-bit TurboQuant storage, per-component memory controls, keyword prefix filters, and per-query IDF for sparse search.
- v1.18.0 (v1.18.0)
- v1.17.0 (v1.17.0)
Added relevance feedback, optimization and telemetry APIs, update queue and controls, audit logging, weighted RRF, and upsert modes.