Meet Team QK at 2nd Edition Digital QA & Software Testing Show Mumbai - 20 Aug 2026

QualityKiosk Elevates Fleet Owner Experience with GenAI Chatbot Testing for Leading Automotive OEM

Industry & Segment

Objective

To ensure the GenAI‑powered chatbot delivers accurate, real-time fleet insights by validating its conversational responses, data integration, and dashboard alignment enabling fleet owners to access critical vehicle information instantly and effortlessly.

Partner

Katalon

Overview

QualityKiosk partnered with a prominent commercial vehicle manufacturer to strengthen the digital foundation of their fleet management portal. This platform is the central point where fleet operators oversee vehicle locations, health, service schedules, and operational metrics. Our engagement focused on ensuring that the newly integrated GenAI chatbot provided fleet owners with immediate and accurate answers to their operational questions, without the need to search through complex datasets or interfaces.

About the Client

The client is a well-established manufacturer in commercial vehicle sector, serving diverse industries with a large, distributed fleet. Their digital platform supports fleet operators in tracking, maintaining, and optimizing vehicle performance across the country. The company is known for its focus on technology-driven manufacturing processes, operational efficiency, and customer-centric digital solutions.

Business Objectives & Challenges

Conversational Data Access

Fleet owners needed a way to retrieve up‑to‑the‑minute information, such as vehicle location, health, breakdown status, and service schedules, by asking the chatbot, rather than searching through multiple screens.

Dashboard Accuracy

The dashboard had to reflect the true, real-time status of every vehicle, including movement, offline status, among others.

Operational Simplicity

The solution aimed to reduce the time and effort required for fleet owners to get the information they need, supporting faster, data-driven decisions.

Proactive Maintenance

Ensuring queries about service history, fuel efficiency, and vehicle performance were answered accurately, helping operators anticipate and prevent potential issues.

Empower your fleet operations with accurate, real‑time insights. Connect with us to transform your digital fleet experience.

Get your copy

Our Approach & Solution

QualityKiosk’s quality engineering team deployed a comprehensive suite of technical tools and frameworks to test and validate the chatbot and dashboard:

Automated Test Coverage: Used Katalon’s test generation and natural language validation to simulate real-world queries and interactions.
Scenario Depth: Developed specialized data files for each of 38 question categories, which covered various user scenarios including fuel consumption, vehicle health, breakdowns, and service events.
Conversational Intelligence: The chatbot’s responses were powered by advanced language models (AWS LLM, GPT‑4o‑mini), ensuring the chatbot accurately understood and responded to operational terminology.
Seamless Data Integration: LangFuse was implemented to connect chatbot queries with the portal’s live database, which guaranteed that answers matched the latest fleet data.
Secure Infrastructure: Leveraged AWS Cloud for VPN connectivity and subnet management for maintaining strict data security standards.
Accuracy Framework: Introduced a Retrieval-Augmented Generation (RAG) evaluation process to further improve response reliability and reduce AI hallucinations.
Multi-Device Support: Enabled access for fleet operators across mobile and wearable devices to ensure information was available wherever it was needed.

Validation Strategy

Automated Coverage Analysis

A proprietary Validation & Coverage Analysis Module assessed the AI‑generated test cases by calculating overall requirement‑to‑test coverage, identification of missing or under‑represented scenarios, and percentage‑based coverage metrics. This ensured that gaps were detected early, driving consistency and completeness across all generated test artifacts.

SME Review & Enhancement

Subject Matter Experts performed a targeted review, not full manual authoring, to validate accuracy and business relevance. Their role included reviewing AI‑recommended scenarios, adding any high‑risk or edge‑case scenarios flagged through the coverage module and ensuring regulatory and domain‑specific completeness. SME intervention was optional and value‑driven, accelerating the validation cycle.

Structural and Standards Compliance Check

The platform ensured that each generated test case adhered to standardized structures, including test summary, description, expected results and test type. This reduced variability caused by human authors and ensured uniformity across teams.

Performance Testing Strategy

Once validated, test artifacts were exported into the client’s Test Management System for workflow alignment, traceability verification and compatibility with Agile/DevOps pipelines

Technical Results

250,000+ weekly

Transactions monitored

Every 15 minutes

Synthetic test frequency

96 tests/day

Synthetic tests per day (per flow)

24×7 (24 hours/day)

Monitoring coverage

Business Impact

Instant, Reliable Answers: The chatbot achieved an 80% response accuracy rate, verified against the portal’s records and surpassing typical industry benchmarks for specialized domains.

Real-Time Dashboard Confidence: The dashboard and chatbot now leverage Google Maps integration to provide 100% accurate, real-time vehicle data and help fleet operators locate nearby amenities such as restaurants, hospitals, and fuel stations.

Operational Efficiency: Fleet owners can now get the information they need in seconds, dramatically reducing manual effort and time spent searching.

Proactive Fleet Management: The system detects performance issues, tracks vehicle health metrics, and predicts potential breakdowns, which help reduce downtime and unexpected costs.

Service Compliance: Automated monitoring of service schedules ensures timely maintenance and regulatory compliance, lowering the risk of unplanned failures.

Through targeted, automated testing, QualityKiosk ensured that this commercial vehicle manufacturer’s chatbot and dashboard deliver on their promise of providing immediate, reliable, and actionable fleet insights to support fleet operators nationwide.

INS-GEAI-2156