Vectara
Product Capabilities
RAG platform
As of July 20, 2026, Vectara's features: 39 stated capabilities spanning RAG, AI agents, and hybrid search, with 9 integrations; buyers should verify which integrations cover their existing data sources before assuming coverage.
High confidence · 48 dated facts
Corroborated across multiple dated, sourced facts.
Corroborated across multiple dated, sourced facts.
Capabilities
SAASVPC DeploymentSelf HostedBYOMRAGRetrievalGenerative AIConversational AIAI AgentsOn PremiseBYOCHybrid SearchMultimodal IndexingRerankingHallucination ScoringHallucination CorrectionFactual Consistency ScoringObservabilityAgentic RAGCustom InstructionsBring Your Own ModelReal Time GroundingPolicy EnforcementMulti AgentMultilingual SearchHallucination DetectionStructured OutputRAG PipelineFactual Consistency ScoreZero Shot LearningSource CitationOn PremisesAir GappedMulti Modal IngestionMCP SupportCitationsAgent Tool ValidationFull ObservabilityMulti Tenancy
Integrations
ChatGPTClaudeGeminiHuggingfaceOpenAIAWSAzureGCPGitHub
Features Change Historydated events · values unlock with a key
Feature added: Custom Instructions
Feature added: Policy Enforcement
Feature removed: Custom Agent Instructions · high significance
Feature removed: Lexical Search · high significance
Feature removed: Neural Search · high significance
Feature added: Auditable Agents
Feature added: Generative AI
Feature removed: Hallucination Scoring · high significance
Every features fact on this pagekey · value · provenance · dated · sourced
| Fact | Value | Provenance | As of | Source |
|---|---|---|---|---|
| features.agent-tool-validation | Agent Tool Validation | company stated | 2026-07-20 | www.vectara.com/business/platform/why-vectara |
| features.agentic-rag | Agentic RAG | company stated | 2026-07-20 | www.vectara.com/business/platform |
| features.ai-agents | AI Agents | company stated | 2026-07-20 | www.vectara.com/pricing |
| features.air-gapped | Air Gapped | company stated | 2026-07-20 | www.vectara.com/business/platform/why-vectara |
| features.bring-your-own-model | Bring Your Own Model | company stated | 2026-07-20 | www.vectara.com/business/platform |
| features.byoc | BYOC | company stated | 2026-07-20 | www.vectara.com/business/platform |
| features.byom | BYOM | company stated | 2026-07-20 | www.vectara.com/pricing |
| features.citations | Citations | company stated | 2026-07-20 | www.vectara.com/business/platform/why-vectara |
| features.conversational-ai | Conversational AI | company stated | 2026-07-20 | www.vectara.com/pricing |
| features.custom-instructions | Custom Instructions | company stated | 2026-07-20 | www.vectara.com/business/platform |
| features.factual-consistency-score | Factual Consistency Score | company stated | 2026-07-20 | www.vectara.com/business/platform/models |
| features.factual-consistency-scoring | Factual Consistency Scoring | company stated | 2026-07-20 | www.vectara.com/business/platform |
| features.full-observability | Full Observability | company stated | 2026-07-20 | www.vectara.com/business/platform/why-vectara |
| features.generative-ai | Generative AI | company stated | 2026-07-20 | www.vectara.com/pricing |
| features.hallucination-correction | Hallucination Correction | company stated | 2026-07-20 | www.vectara.com/business/platform |
| features.hallucination-detection | Hallucination Detection | company stated | 2026-07-20 | www.vectara.com/business/platform/models |
| features.hallucination-scoring | Hallucination Scoring | company stated | 2026-07-20 | www.vectara.com/business/platform |
| features.hybrid-search | Hybrid Search | company stated | 2026-07-20 | www.vectara.com/business/platform |
| features.integration.aws | AWS | company stated | 2026-07-20 | www.vectara.com/business/platform/why-vectara |
| features.integration.azure | Azure | company stated | 2026-07-20 | www.vectara.com/business/platform/why-vectara |
| features.integration.chatgpt | ChatGPT | company stated | 2026-07-20 | www.vectara.com/pricing |
| features.integration.claude | Claude | company stated | 2026-07-20 | www.vectara.com/pricing |
| features.integration.gcp | GCP | company stated | 2026-07-20 | www.vectara.com/business/platform/why-vectara |
| features.integration.gemini | Gemini | company stated | 2026-07-20 | www.vectara.com/pricing |
| features.integration.github | GitHub | company stated | 2026-07-20 | www.vectara.com/business/platform/why-vectara |
| features.integration.huggingface | Huggingface | company stated | 2026-07-20 | www.vectara.com/business/platform/models |
| features.integration.openai | OpenAI | company stated | 2026-07-20 | www.vectara.com/business/platform/models |
| features.mcp-support | MCP Support | company stated | 2026-07-20 | www.vectara.com/business/platform/why-vectara |
| features.multi-agent | Multi Agent | company stated | 2026-07-20 | www.vectara.com/business/platform |
| features.multi-modal-ingestion | Multi Modal Ingestion | company stated | 2026-07-20 | www.vectara.com/business/platform/why-vectara |
| features.multi-tenancy | Multi Tenancy | company stated | 2026-07-20 | www.vectara.com/business/platform/why-vectara |
| features.multilingual-search | Multilingual Search | company stated | 2026-07-20 | www.vectara.com/business/platform/models |
| features.multimodal-indexing | Multimodal Indexing | company stated | 2026-07-20 | www.vectara.com/business/platform |
| features.observability | Observability | company stated | 2026-07-20 | www.vectara.com/business/platform |
| features.on-premise | On Premise | company stated | 2026-07-20 | www.vectara.com/business/platform |
| features.on-premises | On Premises | company stated | 2026-07-20 | www.vectara.com/business/platform/why-vectara |
| features.policy-enforcement | Policy Enforcement | company stated | 2026-07-20 | www.vectara.com/business/platform |
| features.rag | RAG | company stated | 2026-07-20 | www.vectara.com/pricing |
| features.rag-pipeline | RAG Pipeline | company stated | 2026-07-20 | www.vectara.com/business/platform/models |
| features.real-time-grounding | Real Time Grounding | company stated | 2026-07-20 | www.vectara.com/business/platform |
| features.reranking | Reranking | company stated | 2026-07-20 | www.vectara.com/business/platform |
| features.retrieval | Retrieval | company stated | 2026-07-20 | www.vectara.com/pricing |
| features.saas | SAAS | company stated | 2026-07-20 | www.vectara.com/pricing |
| features.self-hosted | Self Hosted | company stated | 2026-07-20 | www.vectara.com/pricing |
| features.source-citation | Source Citation | company stated | 2026-07-20 | www.vectara.com/business/platform/models |
| features.structured-output | Structured Output | company stated | 2026-07-20 | www.vectara.com/business/platform/models |
| features.vpc-deployment | VPC Deployment | company stated | 2026-07-20 | www.vectara.com/pricing |
| features.zero-shot-learning | Zero Shot Learning | company stated | 2026-07-20 | www.vectara.com/business/platform/models |
Features across Vector DatabasesVectara ranked in place · tap through for each read
| Company | Features read | Facts |
|---|---|---|
| Zilliz | Hybrid search platform | 79 |
| Qdrant | Hybrid search platform | 50 |
| Vectara this record | 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 vectara.com via API / MCPevery field dated and sourced
RESTopen tier
GET https://api.bixel.com/v1/companies/vectara.com/facts?dimension=features
{
"data": {
"facts": [
{
"key": "features.saas",
"value": true,
"provenance": "company_stated",
"as_of": "2026-07-20",
"source_url": "www.vectara.com/pricing"
},
{
"key": "features.vpc-deployment",
"value": true,
"provenance": "company_stated",
"as_of": "2026-07-20",
"source_url": "www.vectara.com/pricing"
},
{
"key": "features.self-hosted",
"value": true,
"provenance": "company_stated",
"as_of": "2026-07-20",
"source_url": "www.vectara.com/pricing"
},
{
"key": "features.byom",
"value": true,
"provenance": "company_stated",
"as_of": "2026-07-20",
"source_url": "www.vectara.com/pricing"
},
"…"
]
}
}MCPfor agents
# any MCP client (Claude, agents)
const record = await bixel.get_company_facts({ domain: "vectara.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.