Enterprise-Grade Multi-Agent Architecture
Built on a distributed microservices pattern where specialized AI agents operate as independent services that communicate and collaborate to execute complex B2B negotiations.
Three-Layer Agent Hierarchy
CLAIRE’s multi-agent system organizes specialized AI agents into three distinct layers for optimal coordination and scalability.
Supervisor Layer
Orchestration Agents
Central coordinators that manage workflow routing, task distribution, and agent selection
Decision Logic
Intelligent routing based on query type, complexity, and required expertise
Workflow Management
Sequential and hierarchical task execution patterns
Specialist Agent Layer
Domain Specialists
Deep knowledge in specific business domains (insurance, healthcare, finance, etc.)
Task Specialists
Optimized for specific operations (data processing, document analysis, calculations)
Tool Agents
Interface agents connecting with external systems, APIs, and databases
Foundation Layer
Base Agent Framework
Common behaviors, health checks, message processing, error handling
Communication Protocol
Standardized message formats and interaction patterns
Discovery Mechanism
Automatic agent discovery and capability registration
Communication & Integration
Two powerful protocols enable seamless agent collaboration and external system integration.
Agent Communication Protocol (ACP)
Inter-agent messaging backbone
-
▹
Independent ACP servers per agent -
▹
Structured message envelopes with metadata -
▹
Automatic agent discovery -
▹
Dynamic capability registration
Model Context Protocol (MCP)
External tool integration layer
-
▹
Expose agent capabilities as tools -
▹
Local MCP servers via stdio transport -
▹
Dynamic tool loading -
▹
Capability extension framework
RAG-Powered Knowledge Management
Retrieval-Augmented Generation engine that grounds agent responses in your business data.
Document Processing Pipeline
- • Document ingestion & parsing
- • Intelligent chunking with overlap
- • Embedding generation
- • Vector database indexing (ChromaDB)
Semantic Search
- • Similarity-based retrieval
- • Contextual relevance ranking
- • Metadata filtering & tagging
- • Real-time knowledge updates
Flexible Workflow Execution
Two execution patterns handle everything from simple linear tasks to complex multi-agent orchestration.
Sequential Workflow
Step-by-step processing with output chaining for predictable, linear task execution.
- • Linear task execution
- • Context preservation
- • Result aggregation
Hierarchical Workflow
Dynamic routing with parallel processing for complex multi-step operations.
- • Dynamic agent routing
- • Parallel processing
- • Conditional decision trees
FastAPI Gateway Layer
High-performance REST API with automatic OpenAPI documentation and async operations.
Versioned Endpoints
Structured /api/v1/ endpoints for stability
Async Operations
Non-blocking request/response handling
Auto Documentation
OpenAPI specs generated automatically
Security & Governance
Enterprise-grade security with comprehensive audit trails and compliance certifications.
Authentication & Authorization
- • JWT token management
- • Role-based access control (RBAC)
- • Agent capability restrictions
- • Sandboxed execution environments
Data Protection
- • Environment-based secret management
- • Complete audit logging
- • Schema-based input validation
- • End-to-end encryption
Built for Scale
From single-agent deployments to thousands of concurrent agents, CLAIRE scales with your business.
Resource Management
- • On-demand agent initialization
- • Connection pooling
- • Per-agent memory limits (512MB)
Optimization
- • Response caching layer
- • Async operations
- • Intelligent load balancing
Deployment
- • Microservices architecture
- • Kubernetes/Docker ready
- • Horizontal auto-scaling
Operational Excellence
System continues with reduced functionality if components fail
Prevent cascade failures across agent network
Intelligent retry with exponential backoff
Complete Observability
Multi-level monitoring with comprehensive audit trails, structured logging, and real-time health checks across your entire agent workforce.
Ready to Deploy Enterprise AI?
Schedule a technical deep-dive with our engineering team or explore our API documentation.