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Platform Components

The technology stack powering Process Automation Agent

This solution is built on proven, production-ready platform components. This page provides links to detailed technical documentation for each component.

Core Components​

1. Agentic AI Process Automation​

What it does: LangGraph-based multi-step workflow orchestration with intelligent decision-making and exception handling.

Key capabilities:

  • Multi-agent orchestration
  • State persistence and recovery
  • Human-in-the-loop approvals
  • Tool execution (API calls, database updates)
  • Error handling and retry logic
  • Workflow monitoring

Technical Documentation: View Platform Details →

2. Document Search & RAG​

What it does: Extract structured data from unstructured documents using AI.

Key capabilities:

  • Data extraction from PDFs, emails, forms
  • Entity recognition (names, dates, amounts)
  • Document classification
  • Information validation
  • Context understanding

Technical Documentation: View Platform Details →

3. AI Security & Guardrails​

What it does: Ensure safe, compliant automation with validation and audit trails.

Key capabilities:

  • Output validation before execution
  • Approval workflow enforcement
  • Audit trail generation
  • Sensitive data handling
  • Compliance reporting

Technical Documentation: View Platform Details →

4. LLM & RAG Architecture​

What it does: Power intelligent decision-making and data processing.

Key capabilities:

  • Multi-LLM support for different tasks
  • Classification and routing
  • Data validation and cleaning
  • Cost optimization
  • Quality monitoring

Technical Documentation: View Platform Details →

Architecture Diagram​

┌─────────────────────────────────────────┐
│         Process Trigger                  │
│   (Email, API, File Upload, Schedule)   │
└───────────────┬─────────────────────────┘
                │
                ▼
┌─────────────────────────────────────────┐
│    Agent Orchestration Layer             │
│  (LangGraph State Machine, Routing)     │
└───────────────┬─────────────────────────┘
                │
                ▼
┌─────────────────────────────────────────┐
│         Processing Steps                 │
│  Extract → Validate → Classify →        │
│  Route → Execute → Notify                │
└───────────────┬─────────────────────────┘
                │
                ▼
┌─────────────────────────────────────────┐
│      Tools & Integrations               │
│  (Email, APIs, Databases, File Systems) │
└─────────────────────────────────────────┘
                │
                ▼
┌─────────────────────────────────────────┐
│    Monitoring & Audit                   │
│  (Workflow Status, Logs, Alerts)       │
└─────────────────────────────────────────┘

Integration Points​

What We Automate​

Document Processing:

  • Invoice processing
  • Purchase order handling
  • Contract review
  • Form processing
  • Receipt reconciliation

Email Processing:

  • Classification and routing
  • Auto-response generation
  • Ticket creation
  • Follow-up tracking

Data Processing:

  • Data entry automation
  • Database updates
  • Report generation
  • Data validation
  • Deduplication

Workflow Automation:

  • Approval workflows
  • Multi-system orchestration
  • Scheduled tasks
  • Event-driven processes

Performance Characteristics​

MetricSpecification
Processing Time2-10 minutes per item
Automation Rate75-90% (depends on complexity)
Accuracy95-99%
Throughput1,000-10,000 items/day
Error Rate<1%
Human Review10-25% of items

Deployment Options​

Cloud Deployment​

  • Serverless or containerized
  • Auto-scaling based on load
  • Pay-per-use pricing
  • 99.9% availability

On-Premise Deployment​

  • Full data control
  • Compliance-friendly
  • Kubernetes deployment
  • Integration with internal systems

Want to Learn More?​

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