Bixel

Qdrant

Qdrant.tech
Product Capabilities

Hybrid search platform

As of July 20, 2026, Qdrant's features: 42 stated capabilities anchored on hybrid search and RAG, plus 8 integrations, cover the core developer use cases for AI retrieval; buyers should verify which capabilities are available on which tier before building.

High confidence · 50 dated facts
Corroborated across multiple dated, sourced facts.
Capabilities
Hybrid CloudBYOCSelf HostedMulti AzAuto ScalingVertical ScalingHorizontal ScalingBackup Disaster RecoveryShard SplittingGPU IndexingPrivate VPCAir GappedCloud InferenceTerraformManaged CloudHybrid SearchMultimodal SearchSemantic SearchSparse EmbeddingsVector SearchRecommendation SystemsRAGReal Time AnalyticsGraph RAGSimilarity SearchPayload FilteringNearest Neighbor SearchRecommendation APIAnomaly DetectionReal Time SearchAPI Key AuthRead Only API KeyGranular Access KeysJwt AuthNetwork BindingAPI Key RotationDistributed DeploymentSnapshotsGPU SupportPrometheus MonitoringBackupToken Revocation
Integrations
AWSAzureGCPTerraformPulumiNeo4jDatadogPrometheus
Features Change Historydated events · values unlock with a key
Feature added: Datadog
Feature added: Token Revocation
Feature removed: Private Cloud · high significance
Feature removed: Tracing · high significance
Feature added: Auto Scaling
Feature added: Graph RAG
Feature added: High Availability
Feature added: Managed Cloud
Every features fact on this pagekey · value · provenance · dated · sourced
FactValueProvenanceAs ofSource
features.air-gappedAir Gappedcompany stated2026-07-20qdrant.tech/pricing/
features.anomaly-detectionAnomaly Detectioncompany stated2026-07-20qdrant.tech/use-cases/
features.api-key-authAPI Key Authcompany stated2026-07-20qdrant.tech/documentation/security/
features.api-key-rotationAPI Key Rotationcompany stated2026-07-20qdrant.tech/documentation/security/
features.auto-scalingAuto Scalingcompany stated2026-07-20qdrant.tech/pricing/
features.backupBackupcompany stated2026-07-20qdrant.tech/documentation/security/
features.backup-disaster-recoveryBackup Disaster Recoverycompany stated2026-07-20qdrant.tech/pricing/
features.byocBYOCcompany stated2026-07-20qdrant.tech/pricing/
features.cloud-inferenceCloud Inferencecompany stated2026-07-20qdrant.tech/pricing/
features.distributed-deploymentDistributed Deploymentcompany stated2026-07-20qdrant.tech/documentation/security/
features.gpu-indexingGPU Indexingcompany stated2026-07-20qdrant.tech/pricing/
features.gpu-supportGPU Supportcompany stated2026-07-20qdrant.tech/documentation/security/
features.granular-access-keysGranular Access Keyscompany stated2026-07-20qdrant.tech/documentation/security/
features.graph-ragGraph RAGcompany stated2026-07-20qdrant.tech/customers/
features.horizontal-scalingHorizontal Scalingcompany stated2026-07-20qdrant.tech/pricing/
features.hybrid-cloudHybrid Cloudcompany stated2026-07-20qdrant.tech/pricing/
features.hybrid-searchHybrid Searchcompany stated2026-07-20qdrant.tech/customers/
features.integration.awsAWScompany stated2026-07-20qdrant.tech/pricing/
features.integration.azureAzurecompany stated2026-07-20qdrant.tech/pricing/
features.integration.datadogDatadogcompany stated2026-07-20qdrant.tech/documentation/security/
features.integration.gcpGCPcompany stated2026-07-20qdrant.tech/pricing/
features.integration.neo4jNeo4jcompany stated2026-07-20qdrant.tech/customers/
features.integration.prometheusPrometheuscompany stated2026-07-20qdrant.tech/documentation/security/
features.integration.pulumiPulumicompany stated2026-07-20qdrant.tech/pricing/
features.integration.terraformTerraformcompany stated2026-07-20qdrant.tech/pricing/
features.jwt-authJwt Authcompany stated2026-07-20qdrant.tech/documentation/security/
features.managed-cloudManaged Cloudcompany stated2026-07-20qdrant.tech/pricing/
features.multi-azMulti Azcompany stated2026-07-20qdrant.tech/pricing/
features.multimodal-searchMultimodal Searchcompany stated2026-07-20qdrant.tech/customers/
features.nearest-neighbor-searchNearest Neighbor Searchcompany stated2026-07-20qdrant.tech/use-cases/
features.network-bindingNetwork Bindingcompany stated2026-07-20qdrant.tech/documentation/security/
features.payload-filteringPayload Filteringcompany stated2026-07-20qdrant.tech/use-cases/
features.private-vpcPrivate VPCcompany stated2026-07-20qdrant.tech/pricing/
features.prometheus-monitoringPrometheus Monitoringcompany stated2026-07-20qdrant.tech/documentation/security/
features.ragRAGcompany stated2026-07-20qdrant.tech/customers/
features.read-only-api-keyRead Only API Keycompany stated2026-07-20qdrant.tech/documentation/security/
features.real-time-analyticsReal Time Analyticscompany stated2026-07-20qdrant.tech/customers/
features.real-time-searchReal Time Searchcompany stated2026-07-20qdrant.tech/use-cases/
features.recommendation-apiRecommendation APIcompany stated2026-07-20qdrant.tech/use-cases/
features.recommendation-systemsRecommendation Systemscompany stated2026-07-20qdrant.tech/customers/
features.self-hostedSelf Hostedcompany stated2026-07-20qdrant.tech/pricing/
features.semantic-searchSemantic Searchcompany stated2026-07-20qdrant.tech/customers/
features.shard-splittingShard Splittingcompany stated2026-07-20qdrant.tech/pricing/
features.similarity-searchSimilarity Searchcompany stated2026-07-20qdrant.tech/use-cases/
features.snapshotsSnapshotscompany stated2026-07-20qdrant.tech/documentation/security/
features.sparse-embeddingsSparse Embeddingscompany stated2026-07-20qdrant.tech/customers/
features.terraformTerraformcompany stated2026-07-20qdrant.tech/pricing/
features.token-revocationToken Revocationcompany stated2026-07-20qdrant.tech/documentation/security/
features.vector-searchVector Searchcompany stated2026-07-20qdrant.tech/customers/
features.vertical-scalingVertical Scalingcompany stated2026-07-20qdrant.tech/pricing/
Features across Vector DatabasesQdrant ranked in place · tap through for each read
CompanyFeatures readFacts
ZillizHybrid search platform79
Qdrant this recordHybrid search platform50
VectaraRAG platform48
ChromaHybrid search platform46
LanceDBHybrid search platform38
ActiveloopRAG platform37
TopKMulti-tenancy platform33
PineconeReranking platform31
TurbopufferMulti-tenancy platform31
KDB.AIFocused feature set18
EpsillaRAG platform16
VespaHybrid search platform14
MarqoFocused feature set5

No observed features facts yet for Milvus, MyScale and Weaviate.

Get features for qdrant.tech via API / MCPevery field dated and sourced
RESTopen tier
GET https://api.bixel.com/v1/companies/qdrant.tech/facts?dimension=features

{
  "data": {
    "facts": [
      {
        "key": "features.hybrid-cloud",
        "value": true,
        "provenance": "company_stated",
        "as_of": "2026-07-20",
        "source_url": "qdrant.tech/pricing/"
      },
      {
        "key": "features.byoc",
        "value": true,
        "provenance": "company_stated",
        "as_of": "2026-07-20",
        "source_url": "qdrant.tech/pricing/"
      },
      {
        "key": "features.self-hosted",
        "value": true,
        "provenance": "company_stated",
        "as_of": "2026-07-20",
        "source_url": "qdrant.tech/pricing/"
      },
      {
        "key": "features.multi-az",
        "value": true,
        "provenance": "company_stated",
        "as_of": "2026-07-20",
        "source_url": "qdrant.tech/pricing/"
      },
      "…"
    ]
  }
}
MCPfor agents
# any MCP client (Claude, agents)
const record = await bixel.get_company_facts({ domain: "qdrant.tech", dimension: "features" })

# returns the features record above,
# each value with its source_url + as_of,
# ready to reason over
Build on the company record. One key, REST + MCP, every signal dated and sourced back to the page it came from.

Public record, read from companies' own pages and boards. Every fact dated and sourced; provenance (observed vs company stated) shown inline.