AI Deep Search
for
your Data
HybridRAG retrieval with multi-hop reasoning and citations
Trusted by Developers at
Your AI Forgets Everything
Vector search was a breakthrough—until teams realized it's just expensive keyword matching. While you're building custom RAG systems for months, your AI still can't connect the dots.
The Problems
Why traditional AI fails teams
AI Without Memory Can't Scale
Knowledge workers waste 20-30% of their time re-explaining context that AI should already know
Fragmented information across 20+ disconnected tools means your AI starts every conversation from scratch. Teams spend hours searching instead of solving.
Vector Search Misses What Matters
Traditional RAG retrieves similar text but can't connect insights across documents or reason through complex questions
Building RAG In-House Is A Trap
Custom RAG systems take 6-12 months to build, require specialized ML talent, and still underperform production-ready platforms
Facts-First Memory Architecture
How Facts-First Memory Architecture Works
VRIN's knowledge graph extracts and stores facts, not embeddings. Your AI builds a persistent understanding that compounds over time—remembering relationships, user preferences, and domain expertise across all interactions. Unlike vector search that forgets everything, VRIN creates institutional memory that gets smarter with every conversation.
Never Forgets
Persistent knowledge across all conversations
Dramatic Cost Savings
Memory-efficient storage with space reduction
HybridRAG with Multi-Hop Reasoning
How HybridRAG with Multi-Hop Reasoning Works
VRIN combines the speed of vector search with the intelligence of graph traversal. Our constraint-solver engine automatically reasons across multiple documents, time periods, and data sources to answer complex questions that require connecting the dots. Define AI specialists for your domains—sales, engineering, finance—and get expert insights, not surface matches.
Connects Insights
Advanced multi-hop reasoning capabilities
Professional Insights
Expert-level analysis from connected data
Enterprise-Ready in Days, Not Months
How Enterprise-Ready in Days, Not Months Works
VRIN deploys in your cloud (AWS, Azure, GCP) or ours—your choice with BYOC/BYOK. Simple REST APIs integrate with your existing stack in hours. No data migration, no vendor lock-in, no infrastructure headaches. We handle the complexity of hybrid retrieval, temporal consistency, and conflict resolution so you can focus on building features your users love.
Instant Deployment
Production-ready in minutes, not months
70% Cost Reduction
Compared to traditional DIY approaches
See VRIN in Action
Watch how VRIN transforms AI applications with persistent memory, user-defined specialization, and expert-level reasoning.
From Raw Data to Expert Insights
VRIN's HybridRAG architecture transforms fragmented information into persistent, intelligent memory.
Connect & Ingest
Universal Data Integration
VRIN ingests from any source—APIs, databases, documents, conversations, Slack threads, customer tickets. No complex ETL pipelines. No data movement. Just simple REST API calls that work with your existing infrastructure.
What's inside VRIN?
Teams choose VRIN because it transforms AI from forgetful assistants into expert systems with persistent memory and deep reasoning.
Facts-First Memory
Knowledge graphs that store facts with provenance, not just embeddings. Build institutional memory that compounds over time.
Multi-Hop Reasoning
Constraint-solver engine that traces relationships across documents and time to answer complex 'why' questions.
AI Specialization
Define domain experts for sales, engineering, finance with custom reasoning patterns and knowledge focus areas.
HybridRAG Routing
Intelligent query analysis routes to optimal path: vector search for similarity, graph traversal for reasoning.
BYOC/BYOK Security
Deploy in your cloud or ours. Complete data sovereignty, zero vendor lock-in, enterprise-grade isolation.
Temporal Consistency
Track how facts evolve over time with automatic conflict resolution and versioning for changing information.
Proven Across Industries
Vrin's memory orchestration platform delivers value across diverse sectors, with specialized demos and case studies.
Healthcare
Transform patient care with persistent memory for clinical conversations, treatment history, and care coordination.
Finance
Enhance financial AI with persistent memory for client relationships, transaction history, and regulatory compliance.
Legal
Revolutionize legal AI with memory for case histories, precedent tracking, and client communication context.
Healthcare Industry Demo
Watch how VRIN transforms AI interactions with persistent memory in the Healthcare Industry.
See how VRIN enhances patient care with persistent clinical memory and specialized AI reasoning
Beyond Traditional RAG Systems
VRIN's hybrid architecture combines the best of vector search and graph traversal, enhanced with user-defined specialization for unmatched domain expertise.
Traditional RAG
- • Vector-only retrieval
- • No domain specialization
- • Limited context understanding
- • 68.18 F1 performance
Graph RAG
- • Graph-only traversal
- • Better for multi-hop queries
- • Still lacks specialization
- • 71.17 Acc on complex tasks
VRIN Hybrid
- • Intelligent query routing
- • User-defined AI experts
- • Multi-hop reasoning
- • 71.17+ Acc with specialization
Architecture Comparison: Traditional vs HybridRAG
Technical analysis of different RAG pipeline architectures, comparing performance, limitations, and architectural components across three distinct approaches.
Traditional RAG Pipeline
Standard vector-based retrieval with limited context understanding and no domain specialization.
System Architecture
Graph RAG Pipeline
Relationship-based traversal system optimized for multi-hop queries but lacks user-defined specialization.
System Architecture
VRIN HybridRAG Pipeline
Intelligent query routing with user-defined AI experts, combining vector search and graph traversal.
System Architecture
Architecture Performance Summary
Comparative analysis across key performance metrics
| Architecture | Accuracy | Speed | Specialization | Multi-hop |
|---|---|---|---|---|
| Traditional RAG | 68.18 F1 | ~2-5s | None | Limited |
| Graph RAG | 71.17 Acc | ~5-10s | None | Good |
| VRIN HybridRAG | 71.17+ Acc | <1.8s | User-Defined | Advanced |
Seamless Integration
Drop Vrin into your existing stack with simple APIs. No complex setup or migration required.
LLM Providers
OpenAI, Anthropic, Cohere, Google AI
Frameworks
LangChain, LlamaIndex, AutoGPT
Cloud
AWS, Azure, GCP, Vercel
Enterprise
Salesforce, SAP, ServiceNow
Choose Your Intelligence Level
From individual developers to enterprise deployments, VRIN scales with your needs. All plans include our revolutionary user-defined AI specialization.
Perfect for developers and small teams getting started
What's Included:
- 100k chunks / 100k edges
- 5k queries/month
- Shared HybridRAG infrastructure
- Basic memory & CBOM
- API key authentication
- CSV/S3 connectors
- Community support
For growing teams that need dedicated infrastructure
What's Included:
- 2M chunks / 3M edges
- 100k queries/month
- Dedicated indices
- Full CBOM & TTL
- Basic RBAC
- + Postgres/Drive connectors
- Email support (48h SLA)
- Extra storage/queries available
For enterprises requiring security and compliance
What's Included:
- 10M chunks / 15M edges
- 500k queries/month
- Dedicated + VPC peering
- Full + compliance exports
- SSO/SAML + SCIM
- + Slack/Jira/Confluence
- Priority support (8-12h SLA)
- Compliance exports, private LLM
Custom solution for large-scale deployments
What's Included:
- Custom (100M+ chunks; 150M+ edges)
- Custom queries (SLA'd)
- Private/VPC or on-premises
- Full + auditor packs
- SSO/SAML, SCIM, data residency
- All + custom connectors
- Dedicated TAM & DSE
- On-prem, managed upgrades
All Plans Include
Revolutionary capabilities that set VRIN apart
Core Intelligence
- • User-defined AI specialization
- • Multi-hop reasoning across documents
- • Smart deduplication (40-60% savings)
- • Temporal knowledge graphs
- • Lightning-fast fact retrieval (<1.8s)
Enterprise Features
- • Complete audit trails
- • Explainable AI responses
- • High-confidence fact extraction
- • Cross-document synthesis
- • Production-grade security
Questions about pricing or need a custom solution?
ROI Guarantee: VRIN typically pays for itself within the first quarter through reduced engineering costs, faster time-to-market, and superior analysis quality.