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RAG Applications

Build retrieval-augmented generation at enterprise scale

Ground every LLM response in your proprietary data. Hanzo's vector database, embedding pipeline, and inference gateway let you build production RAG in hours — not months.

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Architecture & Retrieval Pipeline

Hybrid dense + sparse indexing, vector store substrate, and LoCoMo context re-ranking.

ENTERPRISE RAG 2.0 PIPELINE · HYBRID SYNTACTIC & SEMANTIC RETRIEVAL01 INGESTIONMulti-modal docs:• PDF, Word, HTML• SQL & CDC streams• Code AST graphs• Voice transcriptsSemantic Chunking02 EMBEDDINGDual Indexing:• Dense Vectors• BM25 Sparse Lexical• ColBERT Token Max• Metadata FilteringZen3-Embedding03 VECTOR STOREHanzo Base:• HNSW & IVFFlat• Tenancy Namespaces• Sub-10ms P99 SLA• Row-Level SecurityBillion-Scale Recall04 RE-RANKINGLoCoMo Engine:• Cross-Encoder Score• Context Compression• Lost-in-middle fix• Multi-Hop Synthesis80.7 F1 Benchmark05 OUTEnsoGroundedOutput0.0%Hallucination

What's included

Every feature you need to ship fast and scale confidently.

Managed Vector Store

pgvector on Hanzo Base — no separate infrastructure. Index billions of embeddings with sub-10ms retrieval.

Embedding Pipeline

Auto-embed documents on ingest. Supports Zen3-embedding, OpenAI, Cohere, and custom models.

Hybrid Search

Combine dense vector search with BM25 keyword search for best-of-both precision.

Context Window Management

Smart chunking, re-ranking, and context compression to fit retrieved knowledge into any model.

Observability

Trace every retrieval step. Debug hallucinations by inspecting exactly what context was injected.

Multi-tenant Isolation

Namespace indexes per customer. Keep enterprise data siloed with row-level security.

Use cases

Real workloads, real teams, real impact.

  • Internal knowledge bases and enterprise search
  • Customer support with grounded, accurate answers
  • Legal and compliance document analysis
  • Medical and scientific literature review
  • Code repository search and assistant

Start building today

Get up and running in minutes. Our documentation covers everything from quick start to production deployment.

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Also available on

AWS MarketplaceAzure MarketplaceGCP Marketplace

Enterprise ready

Deploy with confidence

Continual internal audits, a full audit trail, and your own tenancy. Custom SLA and dedicated support engineers on Enterprise.

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