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Seyhun Akyurek
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Banking

Banking Customer Service Agent

AI-powered customer service for banks — account inquiries, transaction disputes, product guidance, and complaint resolution.

Azure AI Foundry
Azure AI Speech
Python
FastAPI
Azure Database for PostgreSQL
Azure Cache for Redis
Azure Kubernetes Service
70%
Auto-Resolution
4.8/5
CSAT Score
-60%
Avg Handle Time
85%
First Contact Resolution

Project presentation

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Live system presentation

Banking Customer Service Agent · Agent Mesh

ORCHESTRATORBankingFront DeskACTIVEDisputeNODE 02Product AdvisorNODE 03Complaint Manag…NODE 041234567
Step 1< 2 seconds

Intent Detection

AI identifies customer intent from message or voice input.

NLU parsingIntent classificationEntity extractionContext loading

Technical Design

Omnichannel AI customer service platform that handles banking inquiries, disputes, and product advisory. Integrates with core banking systems for real-time account data and maintains conversation context across channels.

System Components

Channel Gateway

Unified entry for web, mobile, WhatsApp, and voice

Intent Engine

NLU-based intent classification and entity extraction

Banking API Layer

Real-time core banking system integration

Dispute Manager

End-to-end dispute lifecycle management

Escalation Router

Intelligent routing to human agents with context

Data Flow

Customer Input
Intent Detection
Authentication
Query/Dispute/Advisory
Resolution
Follow-up

Technology Choice

Azure AI Foundry + LangChain

Azure AI Foundry provides specialized models for conversational AI and intent detection. LangChain manages multi-turn对话 state and tool integration with banking APIs.

Alternatives Considered

Google Dialogflow CX + LangChain, AWS Lex + AutoGen

Core Frameworks

Azure AI Foundry

Conversational AI and intent detection models

LangChain

对话 state management and banking API tools

Azure AI Speech

Voice channel support with STT/TTS

FastAPI

REST API for web and mobile channels

Implementation Plan

Channel Setup

3 weeks
  • Web chat widget
  • Mobile SDK
  • WhatsApp integration

Intent Engine

4 weeks
  • Intent training
  • Entity extraction
  • Context management

Banking Integration

4 weeks
  • Account API
  • Transaction API
  • Dispute workflow

Production Launch

3 weeks
  • Human handoff
  • Analytics dashboard
  • Performance tuning

Key Milestones

Channel integration live
Intent accuracy >90%
Banking API connected
CSAT >4.5/5

Risk Mitigation

Human agent fallback for complex issues
Conservative escalation thresholds
Real-time monitoring with alerts
Regular intent model retraining

Key Features

Account Inquiries

Real-time balance checks, transaction history, and account status queries via natural language.

Transaction Disputes

Guided dispute filing with automated case creation and status tracking.

Product Guidance

Personalized product recommendations and comparison for loans, cards, and deposits.

Complaint Resolution

Intelligent complaint routing with escalation management and follow-up tracking.

Sentiment Detection

Real-time sentiment analysis to identify frustrated customers and prioritize escalation.

Omnichannel Support

Consistent experience across web chat, mobile app, WhatsApp, and voice channels.

How It Works

1

Intent Detection

< 2 seconds

AI identifies customer intent from message or voice input.

NLU parsing
Intent classification
Entity extraction
Context loading
2

Authentication

< 10 seconds

Verify customer identity through secure multi-factor authentication.

Identity verification
Device recognition
Risk assessment
Session creation
3

Query Resolution

< 30 seconds

Handle account inquiries, balance checks, and transaction lookups.

Account lookup
Transaction search
Balance inquiry
Statement generation
4

Dispute Processing

2-5 minutes

Guide customer through dispute filing with evidence collection.

Dispute creation
Evidence upload
Case assignment
Confirmation
5

Product Advisory

1-3 minutes

Provide personalized product recommendations based on customer profile.

Profile analysis
Product matching
Comparison display
Application initiation
6

Escalation

< 30 seconds

Route complex issues to human agents with full context transfer.

Context packaging
Agent assignment
Priority routing
Handoff notes
7

Follow-up

Automated

Automated follow-up on open cases and satisfaction surveys.

Status updates
Survey dispatch
Feedback collection
Case closure

Multi-Agent Architecture

Front Desk Agent

Handles initial customer greeting, intent detection, and basic inquiry resolution.

  • Intent classification
  • FAQ responses
  • Account lookup
  • Escalation routing

Dispute Agent

Manages transaction disputes, chargebacks, and refund requests with guided workflows.

  • Dispute filing
  • Evidence collection
  • Status tracking
  • Resolution processing

Product Advisor

Provides personalized financial product recommendations based on customer profile.

  • Product matching
  • Comparison analysis
  • Eligibility check
  • Cross-sell suggestions

Complaint Manager

Handles complex complaints, escalations, and ensures regulatory compliance.

  • Complaint triage
  • Escalation management
  • SLA tracking
  • Compliance logging

Use Cases

Balance & Transaction Inquiries

Customers checking account balances, recent transactions, or statement details.

Card Disputes

Filing and tracking credit/debit card transaction disputes and chargebacks.

Loan Applications

Guided loan application process with eligibility checks and document collection.

Complaint Handling

Logging, tracking, and resolving customer complaints with SLA adherence.

Product Information

Answering questions about bank products, fees, interest rates, and eligibility.

Branch & ATM Locator

Helping customers find nearby branches, ATMs, and their operating hours.

Interested in Banking Customer Service Agent?

Get in touch to discuss how this solution can be tailored to your needs.