Everything You Need forProduction-Grade RAG
SHODH combines cutting-edge research with battle-tested engineering to deliver the most accurate and reliable RAG system available.
Core RAG Capabilities
Industry-leading retrieval and generation
97% Citation Accuracy
Verifiable source attribution with exact page/line references
SIMD-Optimized Search
Sub-millisecond vector similarity search with hardware acceleration
Multiple Vector Stores
Support for LMDB, RocksDB, and in-memory backends
Hybrid Search
Combine dense vectors, sparse embeddings, and full-text search
Enterprise Features
Built for production at scale
On-Premise Deployment
Run entirely on your infrastructure. Zero data egress.
Data Privacy
Your data never leaves your servers. Full compliance control.
Enterprise Security
Role-based access, audit logs, and encryption at rest
Monitoring & Metrics
Built-in observability with Prometheus/Grafana support
Developer Experience
Tools developers love
Code-Aware Intelligence
Understands code structure, AST, and relationships
Version Control Integration
Track document versions and changes over time
REST & gRPC APIs
Multiple integration options with comprehensive docs
Workflow Automation
Build complex RAG pipelines with our agent system
Performance & Scale
Designed for high-throughput workloads
Lightning Fast
<10ms query latency with optimized indexing
Resource Efficient
Run on commodity hardware. Scale horizontally.
Real-Time Updates
Incremental indexing with zero downtime
Multi-Tenant
Isolated workspaces for different teams/projects
Flexible Deployment Options
Deploy Shodh your way - full-stack local, hybrid architecture, or distributed fleet
Full-Stack Local
Complete RAG pipeline with local LLM. Maximum privacy, zero cloud dependency.
Hybrid Architecture
Local retrieval with cloud/API LLM integration. Flexible and cost-effective.
Distributed Fleet
Centralized RAG with Zenoh mesh networking. Fleet-wide knowledge sharing.
See SHODH in Action
Try our interactive demo or schedule a personalized walkthrough