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> OPERATION: ChatBot - AI-Powered Customer Support Platform | STATUS: COMPLETE ✓
API Automation

ChatBot - AI-Powered Customer Support Platform

AI-driven customer support chatbot delivering instant, 24/7 assistance with high accuracy and satisfaction.

Manual and Automation QA Engineer

OVERVIEW

As a Manual and Automation QA Engineer, I was involved in testing and validating an AI-driven customer support chatbot designed to deliver instant, 24/7 assistance with high accuracy and satisfaction. My focus was on ensuring smooth user interactions, accurate AI responses, and robust system performance.

TECH STACK

Testing Tools
SeleniumPostmanJIRATestNGJenkins
Technologies
PythonAgileCRM IntegrationAI/ML

THE CHALLENGE

Need for an intelligent chatbot that could handle customer queries accurately with natural language understanding and seamless CRM integration.

METHODOLOGY

Designed and executed manual and automated test cases to verify chatbot response accuracy, natural language flow, and integration with CRM systems. Conducted API, functional, and regression testing.

TEST STRATEGY

Worked with developers and AI engineers to identify model issues, track defects, and optimize conversational accuracy. Ensured system scalability through load and performance testing.

AUTOMATION PIPELINE

Integrated automated tests into Jenkins pipeline. Set up continuous testing for response accuracy validation and CRM integration verification across web and mobile interfaces.

IMPACT METRICS

Customer Support Response Time

79% avg
⟨ Human Support Team

Traditional customer support with human agents handling tickets during business hours, resulting in queue delays and inconsistent response times.

⟩ AI Chatbot

AI-powered chatbot with natural language understanding providing instant responses, escalating complex issues to human agents when needed.

// KEY_METRICS

Avg Response Time

100%
Human Support Team 4.5 hours
AI Chatbot <3 seconds

First Contact Resolution

44%
Human Support Team 62%
AI Chatbot 89%

Customer Satisfaction

31%
Human Support Team 72%
AI Chatbot 94%

Support Availability

140%
Human Support Team 10 hrs/day
AI Chatbot 24/7

Support Team Efficiency

83% avg
⟨ Without AI Assistance

Support agents manually handling all queries including repetitive FAQs, password resets, and basic troubleshooting.

⟩ With AI Chatbot

AI handles routine queries automatically, allowing human agents to focus on complex issues requiring empathy and judgment.

// KEY_METRICS

Tickets/Agent/Day

89%
Without AI Assistance 45
With AI Chatbot 85

Repetitive Query %

88%
Without AI Assistance 65%
With AI Chatbot 8%

Agent Burnout Rate

75%
Without AI Assistance High
With AI Chatbot Low

Cost per Ticket

79%
Without AI Assistance $12
With AI Chatbot $2.50

CRM Integration Quality

78% avg
⟨ Manual Data Entry

Agents manually logging conversations, updating customer records, and tracking issue history in CRM.

⟩ Automated CRM Sync

Real-time automatic CRM updates with conversation transcripts, sentiment analysis, and customer history tracking.

// KEY_METRICS

Data Accuracy

28%
Manual Data Entry 78%
Automated CRM Sync 99.5%

Sync Delay

100%
Manual Data Entry 2-4 hours
Automated CRM Sync Real-time

Missing Records

99%
Manual Data Entry 15%
Automated CRM Sync 0.1%

Time on Admin

86%
Manual Data Entry 35%
Automated CRM Sync 5%

CODE SAMPLES

API Test for Chatbot Response

Postman/RestAssured test for validating AI chatbot response accuracy.

java
JAVA_EXECUTION
→ Ready
@Test
public void testChatbotResponseAccuracy() {
    String userQuery = "What are your business hours?";

    Response response = given()
        .header("Content-Type", "application/json")
        .body("{\"query\": \"" + userQuery + "\"}")
    .when()
        .post("/api/chatbot/query")
    .then()
        .statusCode(200)
        .body("response", notNullValue())
        .body("confidence", greaterThan(0.8f))
        .extract().response();

    Assert.assertTrue(response.getTime() < 2000, "Response time should be under 2 seconds");
}

MISSION ACCOMPLISHED

Validated real-time response generation and user query handling. Ensured system scalability and uptime through comprehensive load and performance testing.

// interested?

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Available for hire