Zilliz
Product Capabilities
Hybrid search platform
As of July 20, 2026, Zilliz's features: 42 stated capabilities including hybrid search and RAG, plus 37 integrations, cover the core AI retrieval stack; the breadth is self-reported and buyers should verify which capabilities are available on which pricing tier before committing.
High confidence · 79 dated facts
Corroborated across multiple dated, sourced facts.
Corroborated across multiple dated, sourced facts.
Capabilities
ServerlessDedicated ClustersBYOCAuto ScalingMulti ReplicaHybrid SearchFull Text SearchFiltered SearchRange SearchGrouping SearchText MatchVector SearchTiered StorageBackup RestoreCross Region BackupContinuous Data ProtectionPoint In Time RecoveryReal Time MonitoringAlertingZero Copy Data AccessOn Demand IndexingCross Cluster MigrationZero Downtime MigrationData MaskingAPI Key ManagementSemantic SearchRAGMulti Modal RetrievalReal Time IngestionHigh AvailabilityMultimodal SearchApproximate Nearest NeighborData Backup RestoreData MigrationReal Time SyncBatch ProcessingVector IndexingGuiCLIBenchmarkingLLM Response CachingVector Visualization
Integrations
AWSGCPAzurePythonJavaGoNode.jsSlackLangchainLangchainrbChatGPTDatabricksConfluentPrometheusDatadogHoneyhiveCohereHaystackFiftyOneDSPyWhyHowVoyage AIJina AIn8nDocsGPTvLLMLangflowVectorizeQwQ-32BFAISSHnswApache SeatunnelOpenAIDeepSeekMilvusClaudeGemini
Features Change Historydated events · values unlock with a key
Feature added: On Demand Indexing
Feature added: Real Time Ingestion
Feature removed: Mmap · high significance
Feature removed: Reranking · high significance
Feature added: Benchmarking
Feature added: Mmap
Feature added: Reranking
Feature removed: High Speed Data Import · high significance
Every features fact on this pagekey · value · provenance · dated · sourced
| Fact | Value | Provenance | As of | Source |
|---|---|---|---|---|
| features.alerting | Alerting | company stated | 2026-07-20 | zilliz.com/pricing |
| features.api-key-management | API Key Management | company stated | 2026-07-20 | zilliz.com/pricing |
| features.approximate-nearest-neighbor | Approximate Nearest Neighbor | company stated | 2026-07-20 | zilliz.com/product/open-source-vector-database |
| features.auto-scaling | Auto Scaling | company stated | 2026-07-20 | zilliz.com/pricing |
| features.backup-restore | Backup Restore | company stated | 2026-07-20 | zilliz.com/pricing |
| features.batch-processing | Batch Processing | company stated | 2026-07-20 | zilliz.com/product/open-source-vector-database |
| features.benchmarking | Benchmarking | company stated | 2026-07-20 | zilliz.com/product/open-source-vector-database |
| features.byoc | BYOC | company stated | 2026-07-20 | zilliz.com/pricing |
| features.cli | CLI | company stated | 2026-07-20 | zilliz.com/product/open-source-vector-database |
| features.continuous-data-protection | Continuous Data Protection | company stated | 2026-07-20 | zilliz.com/pricing |
| features.cross-cluster-migration | Cross Cluster Migration | company stated | 2026-07-20 | zilliz.com/pricing |
| features.cross-region-backup | Cross Region Backup | company stated | 2026-07-20 | zilliz.com/pricing |
| features.data-backup-restore | Data Backup Restore | company stated | 2026-07-20 | zilliz.com/product/open-source-vector-database |
| features.data-masking | Data Masking | company stated | 2026-07-20 | zilliz.com/pricing |
| features.data-migration | Data Migration | company stated | 2026-07-20 | zilliz.com/product/open-source-vector-database |
| features.dedicated-clusters | Dedicated Clusters | company stated | 2026-07-20 | zilliz.com/pricing |
| features.filtered-search | Filtered Search | company stated | 2026-07-20 | zilliz.com/pricing |
| features.full-text-search | Full Text Search | company stated | 2026-07-20 | zilliz.com/pricing |
| features.grouping-search | Grouping Search | company stated | 2026-07-20 | zilliz.com/pricing |
| features.gui | Gui | company stated | 2026-07-20 | zilliz.com/product/open-source-vector-database |
| features.high-availability | High Availability | company stated | 2026-07-20 | zilliz.com/pricing/unlimited-calculator |
| features.hybrid-search | Hybrid Search | company stated | 2026-07-20 | zilliz.com/pricing |
| features.integration.apache-seatunnel | Apache Seatunnel | company stated | 2026-07-20 | zilliz.com/product/open-source-vector-database |
| features.integration.aws | AWS | company stated | 2026-07-20 | zilliz.com/pricing |
| features.integration.azure | Azure | company stated | 2026-07-20 | zilliz.com/pricing |
| features.integration.chatgpt | ChatGPT | company stated | 2026-07-20 | zilliz.com/product/integrations |
| features.integration.claude | Claude | company stated | 2026-07-20 | zilliz.com/product/open-source-vector-database |
| features.integration.cohere | Cohere | company stated | 2026-07-20 | zilliz.com/product/integrations |
| features.integration.confluent | Confluent | company stated | 2026-07-20 | zilliz.com/product/integrations |
| features.integration.databricks | Databricks | company stated | 2026-07-20 | zilliz.com/product/integrations |
| features.integration.datadog | Datadog | company stated | 2026-07-20 | zilliz.com/product/integrations |
| features.integration.deepseek | DeepSeek | company stated | 2026-07-20 | zilliz.com/product/open-source-vector-database |
| features.integration.docsgpt | DocsGPT | company stated | 2026-07-20 | zilliz.com/product/integrations |
| features.integration.dspy | DSPy | company stated | 2026-07-20 | zilliz.com/product/integrations |
| features.integration.faiss | FAISS | company stated | 2026-07-20 | zilliz.com/product/open-source-vector-database |
| features.integration.fiftyone | FiftyOne | company stated | 2026-07-20 | zilliz.com/product/integrations |
| features.integration.gcp | GCP | company stated | 2026-07-20 | zilliz.com/pricing |
| features.integration.gemini | Gemini | company stated | 2026-07-20 | zilliz.com/product/open-source-vector-database |
| features.integration.go | Go | company stated | 2026-07-20 | zilliz.com/pricing |
| features.integration.haystack | Haystack | company stated | 2026-07-20 | zilliz.com/product/integrations |
| features.integration.hnsw | Hnsw | company stated | 2026-07-20 | zilliz.com/product/open-source-vector-database |
| features.integration.honeyhive | Honeyhive | company stated | 2026-07-20 | zilliz.com/product/integrations |
| features.integration.java | Java | company stated | 2026-07-20 | zilliz.com/pricing |
| features.integration.jina-ai | Jina AI | company stated | 2026-07-20 | zilliz.com/product/integrations |
| features.integration.langchain | Langchain | company stated | 2026-07-20 | zilliz.com/product/integrations |
| features.integration.langchainrb | Langchainrb | company stated | 2026-07-20 | zilliz.com/product/integrations |
| features.integration.langflow | Langflow | company stated | 2026-07-20 | zilliz.com/product/integrations |
| features.integration.milvus | Milvus | company stated | 2026-07-20 | zilliz.com/product/open-source-vector-database |
| features.integration.n8n | n8n | company stated | 2026-07-20 | zilliz.com/product/integrations |
| features.integration.nodejs | Node.js | company stated | 2026-07-20 | zilliz.com/pricing |
| features.integration.openai | OpenAI | company stated | 2026-07-20 | zilliz.com/product/open-source-vector-database |
| features.integration.prometheus | Prometheus | company stated | 2026-07-20 | zilliz.com/product/integrations |
| features.integration.python | Python | company stated | 2026-07-20 | zilliz.com/pricing |
| features.integration.qwq-32b | QwQ-32B | company stated | 2026-07-20 | zilliz.com/product/integrations |
| features.integration.slack | Slack | company stated | 2026-07-20 | zilliz.com/pricing |
| features.integration.vectorize | Vectorize | company stated | 2026-07-20 | zilliz.com/product/integrations |
| features.integration.vllm | vLLM | company stated | 2026-07-20 | zilliz.com/product/integrations |
| features.integration.voyage-ai | Voyage AI | company stated | 2026-07-20 | zilliz.com/product/integrations |
| features.integration.whyhow | WhyHow | company stated | 2026-07-20 | zilliz.com/product/integrations |
| features.llm-response-caching | LLM Response Caching | company stated | 2026-07-20 | zilliz.com/product/open-source-vector-database |
| features.multi-modal-retrieval | Multi Modal Retrieval | company stated | 2026-07-20 | zilliz.com/product/integrations |
| features.multi-replica | Multi Replica | company stated | 2026-07-20 | zilliz.com/pricing |
| features.multimodal-search | Multimodal Search | company stated | 2026-07-20 | zilliz.com/product/open-source-vector-database |
| features.on-demand-indexing | On Demand Indexing | company stated | 2026-07-20 | zilliz.com/pricing |
| features.point-in-time-recovery | Point In Time Recovery | company stated | 2026-07-20 | zilliz.com/pricing |
| features.rag | RAG | company stated | 2026-07-20 | zilliz.com/product/integrations |
| features.range-search | Range Search | company stated | 2026-07-20 | zilliz.com/pricing |
| features.real-time-ingestion | Real Time Ingestion | company stated | 2026-07-20 | zilliz.com/product/integrations |
| features.real-time-monitoring | Real Time Monitoring | company stated | 2026-07-20 | zilliz.com/pricing |
| features.real-time-sync | Real Time Sync | company stated | 2026-07-20 | zilliz.com/product/open-source-vector-database |
| features.semantic-search | Semantic Search | company stated | 2026-07-20 | zilliz.com/product/integrations |
| features.serverless | Serverless | company stated | 2026-07-20 | zilliz.com/pricing |
| features.text-match | Text Match | company stated | 2026-07-20 | zilliz.com/pricing |
| features.tiered-storage | Tiered Storage | company stated | 2026-07-20 | zilliz.com/pricing |
| features.vector-indexing | Vector Indexing | company stated | 2026-07-20 | zilliz.com/product/open-source-vector-database |
| features.vector-search | Vector Search | company stated | 2026-07-20 | zilliz.com/pricing |
| features.vector-visualization | Vector Visualization | company stated | 2026-07-20 | zilliz.com/product/open-source-vector-database |
| features.zero-copy-data-access | Zero Copy Data Access | company stated | 2026-07-20 | zilliz.com/pricing |
| features.zero-downtime-migration | Zero Downtime Migration | company stated | 2026-07-20 | zilliz.com/pricing |
Features across Vector DatabasesZilliz ranked in place · tap through for each read
| Company | Features read | Facts |
|---|---|---|
| Zilliz this record | Hybrid search platform | 79 |
| Qdrant | Hybrid search platform | 50 |
| Vectara | RAG platform | 48 |
| Chroma | Hybrid search platform | 46 |
| LanceDB | Hybrid search platform | 38 |
| Activeloop | RAG platform | 37 |
| TopK | Multi-tenancy platform | 33 |
| Pinecone | Reranking platform | 31 |
| Turbopuffer | Multi-tenancy platform | 31 |
| KDB.AI | Focused feature set | 18 |
| Epsilla | RAG platform | 16 |
| Vespa | Hybrid search platform | 14 |
| Marqo | Focused feature set | 5 |
No observed features facts yet for Milvus, MyScale and Weaviate.
Get features for zilliz.com via API / MCPevery field dated and sourced
RESTopen tier
GET https://api.bixel.com/v1/companies/zilliz.com/facts?dimension=features
{
"data": {
"facts": [
{
"key": "features.serverless",
"value": true,
"provenance": "company_stated",
"as_of": "2026-07-20",
"source_url": "zilliz.com/pricing"
},
{
"key": "features.dedicated-clusters",
"value": true,
"provenance": "company_stated",
"as_of": "2026-07-20",
"source_url": "zilliz.com/pricing"
},
{
"key": "features.byoc",
"value": true,
"provenance": "company_stated",
"as_of": "2026-07-20",
"source_url": "zilliz.com/pricing"
},
{
"key": "features.auto-scaling",
"value": true,
"provenance": "company_stated",
"as_of": "2026-07-20",
"source_url": "zilliz.com/pricing"
},
"…"
]
}
}MCPfor agents
# any MCP client (Claude, agents)
const record = await bixel.get_company_facts({ domain: "zilliz.com", dimension: "features" })
# returns the features record above,
# each value with its source_url + as_of,
# ready to reason overBuild 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.