AI Agent Framework
Transform your financial operations with intelligent AI agents that automate workflows, enhance decision-making, and deliver personalized experiences at scale
Intelligent Financial Automation
Leverage state-of-the-art AI models to automate complex financial workflows while maintaining full control and transparency
Multi-LLM Provider Support
Seamlessly switch between OpenAI GPT-4, Anthropic Claude, and other leading models based on task requirements and performance needs.
Event-Sourced Architecture
Every AI interaction is recorded with complete audit trails, enabling compliance, debugging, and continuous improvement.
Intelligent Workflows
Create complex, multi-step workflows with AI decision points, human-in-the-loop approvals, and automatic compensation.
Semantic Search & RAG
Leverage vector databases for semantic search and retrieval-augmented generation to provide accurate, contextual responses.
Real-time Processing
Stream responses for instant user feedback, with intelligent caching and rate limiting for optimal performance.
Compliance & Security
Built with financial regulations in mind, featuring data privacy, explainable AI, and comprehensive audit capabilities.
Enterprise-Grade Architecture
Built on proven patterns with Domain-Driven Design, Event Sourcing, and Saga orchestration for reliability at scale
System Architecture
API Gateway
REST APIs and WebSocket connections for real-time AI interactions
AI Orchestration Layer
Intelligent routing between LLM providers with fallback strategies
Event Store
Immutable audit trail of all AI interactions and decisions
Vector Database
Semantic search and knowledge base for contextual AI responses
Technology Stack
AI & Machine Learning
Infrastructure
Orchestration
Monitoring & Security
Implemented AI Workflows
Production-ready workflows with event sourcing, sagas, and MCP tool integration
Customer Service Workflow
CustomerServiceWorkflow handles complex banking queries with MCP tool integration, automated account operations, and human escalation when confidence is low.
- Automated response capabilities
- Context-aware query handling
- Human escalation support
Risk Assessment Saga
RiskAssessmentSaga orchestrates FraudDetectionWorkflow, CreditRiskWorkflow, and MarketRiskWorkflow with compensation patterns for comprehensive analysis.
- Fraud detection workflows
- KYC/AML integration
- Risk scoring models
Trading Agent Workflow
TradingAgentWorkflow performs market analysis with technical indicators, generates strategies, and executes trades with confidence thresholds.
- RSI, MACD, SMA indicators
- Momentum & mean reversion
- VaR risk assessment
Compliance Workflow
ComplianceWorkflow automates KYC verification and AML screening with MCP tools for regulatory compliance and audit trails.
- KycTool for identity verification
- AML screening automation
- Audit trail generation
Try It Live
Experience the power of our AI agents with this interactive demo
Experience AI-Powered Banking
Our interactive demo showcases how AI agents handle real banking scenarios. Try conversations about account balances, transactions, transfers, and more.
Natural Language
Chat naturally about your banking needs
Smart Context
AI understands banking context
Instant Response
Real-time processing with MCP tools
Safe demo environment - No authentication required
Advanced AI Capabilities
Enterprise features for complex financial operations
Multi-Agent Coordination
Orchestrates multiple AI agents (Customer Service, Compliance, Risk, Trading) with consensus building and weighted voting.
- • Agent registry & discovery
- • Task delegation
- • Consensus algorithms
Human-in-the-Loop
HumanInTheLoopWorkflow manages AI decisions requiring oversight with configurable confidence and value thresholds.
- • Confidence thresholds
- • Value-based escalation
- • Approval workflows
MCP Tool Server
Model Context Protocol server exposes 15+ banking tools for account operations, transactions, and compliance.
- • Account & balance tools
- • Transaction tools
- • KYC/AML tools
AI Event Sourcing
AIInteractionAggregate records every LLM interaction with complete audit trails for compliance and analytics.
- • Immutable event store
- • Decision tracking
- • Compliance audit trail
Technical Analysis
Activities for technical indicators (RSI, MACD, SMA), pattern recognition, and automated trading strategies.
- • CalculateRSIActivity
- • CalculateMACDActivity
- • VaRCalculationActivity
Saga Pattern
Complex workflows with automatic compensation for failures, ensuring data consistency across operations.
- • Automatic rollback
- • Compensation handlers
- • Transaction integrity
Model Context Protocol (MCP)
Bridging AI models with banking operations through standardized tool interfaces
How MCP Works
1. Tool Discovery
AI agents discover available banking tools through the MCP server, including account operations, transactions, and compliance checks.
2. Context Building
The protocol provides rich context about user permissions, account states, and regulatory requirements to the AI model.
3. Tool Execution
AI agents execute banking operations through MCP tools with built-in validation, security checks, and audit logging.
4. Response Formatting
Results are formatted with confidence scores, explanations, and next action suggestions for seamless user experience.
Banking Tools Available
Account Management
GetAccountBalance, CreateAccount, CloseAccount, FreezeAccount
Transactions
TransferMoney, GetTransactionHistory, CancelTransaction, RefundTransaction
Compliance
KycTool, AmlScreeningTool, RiskAssessmentTool, ComplianceCheckTool
Analytics
SpendingAnalysisTool, CashFlowTool, TrendAnalysisTool, ReportGeneratorTool
Trading & Exchange
GetExchangeRate, ExecuteTrade, GetMarketData, PortfolioAnalysisTool
Security First: All MCP tools include built-in authentication, authorization, rate limiting, and comprehensive audit logging.
MCP Tool Implementation Example
// MCP Tool Definition
{
"name": "GetAccountBalance",
"description": "Retrieve the current balance for a user's account",
"parameters": {
"account_id": {
"type": "string",
"description": "The account identifier",
"required": true
},
"currency": {
"type": "string",
"description": "Currency code (USD, EUR, GCU)",
"default": "USD"
}
},
"returns": {
"balance": "number",
"currency": "string",
"available": "number",
"pending": "number"
}
}
Easy Integration
Get started with our AI Agent Framework in minutes
// Initialize AI Agent Service
$agent = app(AIAgentService::class);
// Create conversation context
$context = new ConversationContext(
conversationId: Str::uuid(),
userId: auth()->id(),
systemPrompt: 'You are a helpful financial assistant.'
);
// Send message to AI agent
$response = $agent->chat(
message: 'Analyze my spending patterns',
context: $context,
options: [
'model' => 'gpt-4',
'temperature' => 0.7,
]
);
// Stream responses for real-time feedback
foreach ($agent->stream($message, $context) as $chunk) {
echo $chunk; // Display to user in real-time
}
Ready to Transform Your Financial Services?
Join leading financial institutions using AI to deliver exceptional experiences