Zilliz
Product Capabilities
Hybrid search platform
As of September 3, 2026, Zilliz's features: 44 stated capabilities including hybrid search and RAG, 30 integrations, and manual scaling up to 2,048 CUs; the breadth covers the core AI retrieval stack, though buyers should verify which capabilities are gated to higher tiers before committing.
Backed by 75 dated facts
Every value derives from a dated, sourced capture — open any fact for its source.
Every value derives from a dated, sourced capture — open any fact for its source.
Capabilities
AlertingApproximate Nearest NeighborAuto ScalingBackup RestoreBatch ProcessingBenchmarkingBillion ScaleBYOCCLICross Cluster MigrationCross Region BackupData MaskingData MigrationDedicatedFiltered SearchFull Text SearchGlobal ClusterGrouping SearchGuiHigh Speed Data ImportHybrid SearchLLM Response CachingMCP CompatibleMmapMulti ReplicaMultimodal SearchOn Demand ComputeOpen SourcePoint In Time RecoveryRAGRange SearchReal Time MonitoringReal Time SyncRecommendation SystemsREST APISemantic Code SearchSemantic SearchServerlessText MatchTiered StorageVector SearchVector VisualizationZero Copy Data AccessZero Downtime Migration
Integrations
Apache SeatunnelAWSAzureChatGPTClaudeCohereConfluentDatabricksDatadogDeepSeekDocsGPTDSPyFAISSFiftyOneGCPGeminiHaystackHnswHoneyhiveJina AILangchainLangchainrbLangflown8nOpenAIPrometheusVannaVectorizevLLMVoyage AI
Details
Manual Scaling Max Cus2048 cus
Features Change Historydated events · values unlock with a key
Feature added: Manual Scaling Max Cus
Feature added: Alerting
Feature removed: Data Masking · high significance
Feature added: Vanna
Feature added: Recommendation Systems
Feature removed: WhyHow · high significance
Feature added: Billion Scale
Feature added: Dedicated
Every features fact on this pagekey · value · provenance · dated · sourced
| Fact | Value | Provenance | As of | Source |
|---|---|---|---|---|
| features.alerting | Alerting | company stated | 2026-09-03 | zilliz.com/pricing |
| features.approximate-nearest-neighbor | Approximate Nearest Neighbor | company stated | 2026-09-03 | zilliz.com/product/open-source-vector-database |
| features.auto-scaling | Auto Scaling | company stated | 2026-09-03 | zilliz.com/pricing |
| features.backup-restore | Backup Restore | company stated | 2026-09-03 | zilliz.com/pricing |
| features.batch-processing | Batch Processing | company stated | 2026-09-03 | zilliz.com/product/open-source-vector-database |
| features.benchmarking | Benchmarking | company stated | 2026-09-03 | zilliz.com/product/open-source-vector-database |
| features.billion-scale | Billion Scale | company stated | 2026-09-03 | zilliz.com/product/open-source-vector-database |
| features.byoc | BYOC | company stated | 2026-09-03 | zilliz.com/pricing |
| features.cli | CLI | company stated | 2026-09-03 | zilliz.com/product/open-source-vector-database |
| features.cross-cluster-migration | Cross Cluster Migration | company stated | 2026-09-03 | zilliz.com/pricing/unlimited-calculator |
| features.cross-region-backup | Cross Region Backup | company stated | 2026-09-03 | zilliz.com/pricing |
| features.data-masking | Data Masking | company stated | 2026-09-03 | zilliz.com/pricing |
| features.data-migration | Data Migration | company stated | 2026-09-03 | zilliz.com/product/open-source-vector-database |
| features.dedicated | Dedicated | company stated | 2026-09-03 | zilliz.com/pricing |
| features.filtered-search | Filtered Search | company stated | 2026-09-03 | zilliz.com/pricing |
| features.full-text-search | Full Text Search | company stated | 2026-09-03 | zilliz.com/pricing |
| features.global-cluster | Global Cluster | company stated | 2026-09-03 | zilliz.com/pricing |
| features.grouping-search | Grouping Search | company stated | 2026-09-03 | zilliz.com/pricing |
| features.gui | Gui | company stated | 2026-09-03 | zilliz.com/product/open-source-vector-database |
| features.high-speed-data-import | High Speed Data Import | company stated | 2026-09-03 | zilliz.com/pricing/unlimited-calculator |
| features.hybrid-search | Hybrid Search | company stated | 2026-09-03 | zilliz.com/pricing |
| features.integration.apache-seatunnel | Apache Seatunnel | company stated | 2026-09-03 | zilliz.com/product/open-source-vector-database |
| features.integration.aws | AWS | company stated | 2026-09-03 | zilliz.com/pricing |
| features.integration.azure | Azure | company stated | 2026-09-03 | zilliz.com/pricing |
| features.integration.chatgpt | ChatGPT | company stated | 2026-09-03 | zilliz.com/product/integrations |
| features.integration.claude | Claude | company stated | 2026-09-03 | zilliz.com/product/open-source-vector-database |
| features.integration.cohere | Cohere | company stated | 2026-09-03 | zilliz.com/product/integrations |
| features.integration.confluent | Confluent | company stated | 2026-09-03 | zilliz.com/product/integrations |
| features.integration.databricks | Databricks | company stated | 2026-09-03 | zilliz.com/product/integrations |
| features.integration.datadog | Datadog | company stated | 2026-09-03 | zilliz.com/product/integrations |
| features.integration.deepseek | DeepSeek | company stated | 2026-09-03 | zilliz.com/product/open-source-vector-database |
| features.integration.docsgpt | DocsGPT | company stated | 2026-09-03 | zilliz.com/product/integrations |
| features.integration.dspy | DSPy | company stated | 2026-09-03 | zilliz.com/product/integrations |
| features.integration.faiss | FAISS | company stated | 2026-09-03 | zilliz.com/product/open-source-vector-database |
| features.integration.fiftyone | FiftyOne | company stated | 2026-09-03 | zilliz.com/product/integrations |
| features.integration.gcp | GCP | company stated | 2026-09-03 | zilliz.com/pricing |
| features.integration.gemini | Gemini | company stated | 2026-09-03 | zilliz.com/product/open-source-vector-database |
| features.integration.haystack | Haystack | company stated | 2026-09-03 | zilliz.com/product/integrations |
| features.integration.hnsw | Hnsw | company stated | 2026-09-03 | zilliz.com/product/open-source-vector-database |
| features.integration.honeyhive | Honeyhive | company stated | 2026-09-03 | zilliz.com/product/integrations |
| features.integration.jina-ai | Jina AI | company stated | 2026-09-03 | zilliz.com/product/integrations |
| features.integration.langchain | Langchain | company stated | 2026-09-03 | zilliz.com/product/integrations |
| features.integration.langchainrb | Langchainrb | company stated | 2026-09-03 | zilliz.com/product/integrations |
| features.integration.langflow | Langflow | company stated | 2026-09-03 | zilliz.com/product/integrations |
| features.integration.n8n | n8n | company stated | 2026-09-03 | zilliz.com/product/integrations |
| features.integration.openai | OpenAI | company stated | 2026-09-03 | zilliz.com/product/open-source-vector-database |
| features.integration.prometheus | Prometheus | company stated | 2026-09-03 | zilliz.com/product/integrations |
| features.integration.vanna | Vanna | company stated | 2026-09-03 | zilliz.com/product/integrations |
| features.integration.vectorize | Vectorize | company stated | 2026-09-03 | zilliz.com/product/integrations |
| features.integration.vllm | vLLM | company stated | 2026-09-03 | zilliz.com/product/integrations |
| features.integration.voyage-ai | Voyage AI | company stated | 2026-09-03 | zilliz.com/product/integrations |
| features.limit.manual-scaling-max-cus | 2048 cus | company stated | 2026-09-03 | zilliz.com/pricing |
| features.llm-response-caching | LLM Response Caching | company stated | 2026-09-03 | zilliz.com/product/open-source-vector-database |
| features.mcp-compatible | MCP Compatible | company stated | 2026-09-03 | zilliz.com/product/open-source-vector-database |
| features.mmap | Mmap | company stated | 2026-09-03 | zilliz.com/pricing/unlimited-calculator |
| features.multi-replica | Multi Replica | company stated | 2026-09-03 | zilliz.com/pricing |
| features.multimodal-search | Multimodal Search | company stated | 2026-09-03 | zilliz.com/product/open-source-vector-database |
| features.on-demand-compute | On Demand Compute | company stated | 2026-09-03 | zilliz.com/pricing |
| features.open-source | Open Source | company stated | 2026-09-03 | zilliz.com/product/open-source-vector-database |
| features.point-in-time-recovery | Point In Time Recovery | company stated | 2026-09-03 | zilliz.com/pricing |
| features.rag | RAG | company stated | 2026-09-03 | zilliz.com/product/open-source-vector-database |
| features.range-search | Range Search | company stated | 2026-09-03 | zilliz.com/pricing |
| features.real-time-monitoring | Real Time Monitoring | company stated | 2026-09-03 | zilliz.com/pricing |
| features.real-time-sync | Real Time Sync | company stated | 2026-09-03 | zilliz.com/product/open-source-vector-database |
| features.recommendation-systems | Recommendation Systems | company stated | 2026-09-03 | zilliz.com/product/open-source-vector-database |
| features.rest-api | REST API | company stated | 2026-09-03 | zilliz.com/pricing/unlimited-calculator |
| features.semantic-code-search | Semantic Code Search | company stated | 2026-09-03 | zilliz.com/product/open-source-vector-database |
| features.semantic-search | Semantic Search | company stated | 2026-09-03 | zilliz.com/product/open-source-vector-database |
| features.serverless | Serverless | company stated | 2026-09-03 | zilliz.com/pricing |
| features.text-match | Text Match | company stated | 2026-09-03 | zilliz.com/pricing |
| features.tiered-storage | Tiered Storage | company stated | 2026-09-03 | zilliz.com/pricing |
| features.vector-search | Vector Search | company stated | 2026-09-03 | zilliz.com/pricing |
| features.vector-visualization | Vector Visualization | company stated | 2026-09-03 | zilliz.com/product/open-source-vector-database |
| features.zero-copy-data-access | Zero Copy Data Access | company stated | 2026-09-03 | zilliz.com/pricing/unlimited-calculator |
| features.zero-downtime-migration | Zero Downtime Migration | company stated | 2026-09-03 | 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 | 75 |
| Weaviate | Hybrid search platform | 35 |
| Chroma | Hybrid search platform | 34 |
| Qdrant | Focused feature set | 32 |
| Vectara | Agentic RAG platform | 31 |
| LanceDB | Hybrid search platform | 25 |
| Pinecone | Reranking platform | 23 |
| Activeloop | Focused feature set | 16 |
| Epsilla | Multi-tenancy platform | 14 |
| KDB.AI | Hybrid search platform | 12 |
| TopK | Hybrid search platform | 10 |
| Vespa | Hybrid search platform | 10 |
| Turbopuffer | Multi-tenancy platform | 9 |
No observed features facts yet for Marqo, Milvus and MyScale.
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.alerting",
"value": true,
"provenance": "company_stated",
"as_of": "2026-09-03",
"source_url": "zilliz.com/pricing"
},
{
"key": "features.approximate-nearest-neighbor",
"value": true,
"provenance": "company_stated",
"as_of": "2026-09-03",
"source_url": "zilliz.com/product/open-source-vector-database"
},
{
"key": "features.auto-scaling",
"value": true,
"provenance": "company_stated",
"as_of": "2026-09-03",
"source_url": "zilliz.com/pricing"
},
{
"key": "features.backup-restore",
"value": true,
"provenance": "company_stated",
"as_of": "2026-09-03",
"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.