Under the Hood of Autonomous Intelligence
A detailed look at the architecture that makes Docmet different. From multi-agent orchestration to knowledge graph reasoning, discover the technology powering the world's most advanced enterprise knowledge runtime.
Four Pillars of Autonomous Intelligence
Each component works together to deliver verified, actionable insights from your enterprise knowledge base.
Powerful Orchestration with LangGraph
Most RAG systems are simple, hard-coded scripts. Docmet is a true cognitive architecture built on **LangChain** and **LangGraph**, enabling complex reasoning workflows that can adapt, self-correct, and make decisions autonomously.
🔄 Cyclic Reasoning Workflows
Unlike linear chatbots, our agents can "loop back" through cyclic graph states to correct errors, ask clarifying questions, or refine search strategies. This enables iterative refinement and self-correction.
💾 Auditable State Persistence
Every step of the reasoning process is saved in the graph state, making the entire decision path auditable and debuggable. Track exactly how the AI arrived at each conclusion.
🧠 Strategic Query Decomposition
Breaks down complex "how-to" questions into step-by-step research plans. Transforms "Compare Q3 vs Q4 budget variance and flag risks" into executable sub-tasks.
🔍 Hybrid Search Execution
Scours your entire knowledge base using hybrid search (BM25 keyword + semantic vector embeddings + graph traversal) to find the most relevant documents.
✅ Self-Verification & Quality Control
Reviews every retrieved document to ensure relevance. If quality is low, it triggers a "Rewrite Query" loop and searches again. This is CRAG (Corrective RAG) in action.
🔒Automated PII Protection
Ensures sensitive data (emails, phone numbers, SSNs, credit cards) is masked before you ever see it. Built-in regulatory compliance safeguards.
Understanding Relationships, Not Just Keywords
Keywords aren't enough when your data is connected. Docmet uses GraphRAG to map the relationships between entities in your knowledge base, enabling multi-hop reasoning that traditional search cannot achieve.
🕸️ Entity & Relationship Extraction
Automatically extracts entities (People, Projects, Policies, Departments) and relationships (Manages, DependsOn, Mentions, Authors) from your documents using advanced NER and LLM-based extraction.
🔗 Graph Traversal Queries
Answer questions like "How does the Q3 Audit impact the new IT Policy?" by traversing the knowledge graph to find connections between seemingly unrelated documents. Navigate invisible links across your data.
🎯 Thematic Clustering (Louvain Algorithm)
Groups related entities into communities using Louvain clustering. Enables "global search" across thematic clusters to answer questions like "What are the top 3 themes in our legal contracts?"
⚡Triple Search Strategy
Combines BM25 keyword search (precision), vector embeddings (semantic understanding), and graph traversal (relationship awareness) for the best of all worlds. Results are reranked for optimal relevance.
📊 Custom Ontology Support
Define domain-specific relationship types (e.g., "Supersedes", "Contradicts", "Implements") to capture the unique structure of your business logic and regulatory requirements.
Interactive Answers, Not Just Text
Why settle for paragraphs when you can interact with live data? Docmet's agents dynamically generate custom UI components to help you visualize, analyze, and act on information instantly.
📋 Sortable Comparison Tables
Ask for a comparison, get a fully interactive table with sortable columns, filters, and pagination. Perfect for contract clause analysis, budget variance reports, or policy comparisons.
📈 Real-Time Data Visualization
Request trend analysis and receive live bar charts, line graphs, or pie charts. Hover for details, zoom into specific periods, and export for presentations.
✅ Actionable Decision Buttons
Ask to approve a budget and get a formatted approval card with "Approve" and "Reject" buttons right in the chat. Actions are logged and traced for audit compliance.
📝 Procedural Guidance Components
Request "How do I onboard a new vendor?" and receive an interactive checklist with expandable steps, linked documents, and completion tracking.
⚠️ Real-Time Risk Scoring
Query for compliance risks and get a dashboard showing risk levels (High/Medium/Low) with color-coded indicators, affected documents, and recommended actions.
Your Data, Protected at Every Layer
Built for the most demanding enterprise environments with security-first architecture, comprehensive audit trails, and flexible deployment options that meet the strictest regulatory requirements.
🔐 Enterprise SSO Integration
Seamless integration with Okta, Azure AD, Google Workspace, and SAML 2.0 providers. Centralized identity management with MFA support. No separate passwords to manage.
👥 Role-Based Access Control
Map organizational roles to Docmet permissions with precision. Control who can read, write, share, or delete documents at the Space, Folder, and Page level. Team-based isolation ensures legal can't see HR data.
📜 Immutable Audit Trail
Every query, document access, AI decision, and user action is logged with timestamps, user attribution, and reasoning traces. Export to Splunk, Datadog, or your SIEM for compliance reporting.
🔒 Automated Data Loss Prevention
The Compliance Agent automatically detects and masks sensitive data (SSNs, credit cards, emails, phone numbers) before LLM processing. Pattern-based and ML-based detection.
🏢 VPC & On-Premise Deployment
Deploy Docmet's entire containerized stack in your AWS/Azure VPC or air-gapped on-premise environment. Your data never leaves your infrastructure. Support for self-hosted LLMs (Llama 3, Mistral).
🛡️ Defense in Depth
AES-256 encryption at rest, TLS 1.3 in transit. Tenant isolation in vector database ensures Company A's embeddings are mathematically invisible to Company B. Zero cross-tenant data leakage.
Complete Feature Comparison
Core AI Capabilities
- Multi-Agent Orchestration | LangGraph-based agent coordination | All Plans ✓ |
- Planner Agent | Query decomposition & research planning | All Plans ✓ |
- Retriever Agent | Hybrid search (Vector + Keyword + Graph) | All Plans ✓ |
- Grader Agent | Self-verification & quality control (CRAG) | All Plans ✓ |
- Compliance Agent | Automated PII masking & safety checks | All Plans ✓ |
- GraphRAG | Knowledge graph construction & traversal | All Plans ✓ |
- Community Detection | Thematic clustering (Louvain algorithm) | Growth+ |
- A2UI Components | Dynamic tables, charts, workflows | All Plans ✓ |
Document Management
- Spaces & Folders | Hierarchical organization | All Plans ✓ |
- Version Control | Immutable document history | All Plans ✓ |
- Tagging & Taxonomy | Multi-dimensional categorization | All Plans ✓ |
- Global Search | Unified search across all content | All Plans ✓ |
- Media Library | Centralized asset management | All Plans ✓ |
Security & Compliance
- SSO Integration | Okta, Azure AD, Google, SAML 2.0 | Growth+ |
- Granular RBAC | Role & team-based permissions | All Plans ✓ |
- Audit Logs | Complete activity tracking | All Plans ✓ |
- PII Masking | Automated sensitive data protection | All Plans ✓ |
- Private VPC Deployment | Customer-hosted infrastructure | Business+ |
- On-Premise Option | Air-gapped deployment | Enterprise |
- Custom LLM Support | Self-hosted model integration | Business+ |
- SOC2 Type II | Compliance certification | All Plans ✓ |
Integrations
- REST API | Full platform API access | All Plans ✓ |
- Slack Integration | Native Slack bot | Growth+ |
- Microsoft Teams | Native Teams app | Growth+ |
- Google Workspace | Drive, Docs sync | Growth+ |
- SharePoint | Document sync | Business+ |
- Salesforce | CRM integration | Business+ |
- Custom Webhooks | Event-driven automation | Growth+ |
Support & Services
- Email Support | Standard response times | All Plans ✓ |
- Priority Chat Support** | <1 hour response | Growth+ |
- Dedicated Account Manager** | Personal point of contact | Business+ |
- Custom Agent Development** | Bespoke workflows | Enterprise |
- Knowledge Graph Fabrication** | Custom ontology design | Enterprise |
- Quarterly Business Reviews** | Performance optimization | Business+ |
Integrated With Your Business Systems
Connect Your Entire Tech Stack
💬 Slack & Microsoft Teams
Deploy Docmet as a native bot in Slack or Teams. Answer questions, deflect support tickets, and share knowledge directly in your team's communication hub.
☁️ Google Workspace & SharePoint
Bi-directional sync with Google Drive, Docs, Sheets, and Microsoft SharePoint. Automatically index new files and keep content up-to-date.
🏢 Salesforce, SAP, Oracle
Query your CRM, ERP, and business systems directly from Docmet. "Show me all open deals with legal review pending" pulls data from Salesforce in real-time.
🛠️ GitHub, Jira, Confluence
Link code repositories, tickets, and documentation. "Find the PR that implements OAuth for the mobile app" searches across GitHub and Jira.
📊 Splunk, Datadog, Elasticsearch
Stream audit logs and reasoning traces to your SIEM or monitoring platform. Full observability into AI decision-making processes.
Platform Architecture Overview
Presentation Layer
- Web Application: React-based responsive UI
- Mobile Apps: Native iOS & Android
- Integrations: Slack, Teams, API clients
API & Security Layer
- API Gateway: Rate limiting, request routing
- Authentication: SSO, OAuth 2.0, JWT tokens
- Authorization: RBAC enforcement
Application Services
- Agent Runtime: LangGraph.js orchestration engine
- Search Service: Hybrid retrieval coordination
- Graph Builder: Entity extraction & relationship mapping
- RBAC Manager: Permission enforcement
- Media Service: File processing & storage
Data Layer
- Qdrant: Vector embeddings database
- PostgreSQL: Structured data & metadata
- Graphology: Knowledge graph storage
- Azure Blob Storage: Document & media files
Infrastructure Layer
- Kubernetes: Container orchestration
- Load Balancers: High availability
- Private VPC: Customerhosted option
- Monitoring: Prometheus, Grafana
Built for Enterprise Scale
Performance That Doesn't Compromise
⚡Lightning-Fast Query Processing
Average query response time under 800ms. Optimized vector search with HNSW indexing and intelligent caching for frequently accessed documents.
📈 Proven at 100k+ Documents
Successfully deployed with knowledge bases exceeding 100,000 documents and 50 million vector embeddings. Linear scaling with horizontal infrastructure expansion.
👥 Unlimited User Concurrency
Support thousands of concurrent users with Kubernetes-based auto-scaling. Dedicated resource pools for enterprise customers ensure consistent performance.
🔄 99.9% Uptime SLA
Multi-region redundancy, automatic failover, and zero-downtime deployments. Business plan includes guaranteed SLA with financial penalties for violations.
See It In Action
Experience the power of autonomous intelligence firsthand. Schedule a personalized demo with our solutions engineers to explore how Docmet's advanced architecture can transform your enterprise knowledge management.