VIGNESH G / XTRACT.IO

Quality
Analyst.

I’m Vignesh G. I turn requirements into thoughtful tests, reliable automation and evidence a team can act on.

Agentic AI 2.0 · AiBotPilot · Web & API testing
From the first interaction to the final outcome.

Explore my work Download resume

Vignesh G in a professional office setting — **Vignesh G**Quality Analyst · Automation & AI

THE QUALITY LENS01 / 03

Explore my testing focus

AGENTIC AIVALIDATION

Four questions behind a useful test.

CONTEXT

Does it still understand the requirement?

TOOLS

Did the expected action actually happen?

OUTPUT

Does the result answer the original request?

APPROVAL

Was the user asked when approval was needed?

BEYOND THE HAPPY PATH

A completed step isn’t a successful outcome.

I validate context, tool execution, human approval and the final output—not just an agent’s status message.

TAMIL NADU, INDIAStep into my testing lab OPEN TO QA & AI TESTING ROLES

Functional testingUI testingAPI testingAutomationAgentic AI validation

XTRACT.IO / JULY 2026Pat on the BackRecognition for my QA contribution OMEGA HEALTHCARE / 2025Gold recognitionAR new-hire training performance ENGINEERING / 2021–20258.76 CGPASRM Valliammai Engineering College QSPIDERS / CERTIFIEDSoftware TestingManual testing, Selenium, Java & SQL

A TESTER’S EYE / INTERACTIVE

Looks successful. Look closer.

A success message is a starting point. Explore a few details I would investigate before calling a feature ready.

AGENT EXECUTION / RESPONSECompleted

Task: extract a company’s revenue from its source report.

workflow_status"completed"

stage_status"completed"

source_report_url""

revenuenull

Illustrative scenario · no live company data

01 / SELECTED WORK

Proof is in the details.

Real areas of responsibility at Xtract.io.
A look at the questions I ask, the flows I test, and the evidence I look for.

AGENTIC AI 2.0 / XTRACT.IO

Checking what the agent actually did.

Validating multi-stage agent workflows for context, execution, approvals and meaningful completion.

01 Requirement

02 Agent execution

03 Human approval

04 Final output

Each transition deserves a test.

Inside the validation

THE QUESTION

Did the task actually succeed?

A workflow can report completion while required inputs are missing or its final output is unusable. I check the relationship between stage status and the actual result.

MY CONTRIBUTION

Validate required inputs and failure propagation.
Check context after requirement changes.
Verify human confirmation and review gates.
Compare the final output with the requested schema.

THE QUALITY SIGNAL

Evidence over status labels.

Reproducible test steps, expected versus actual behaviour, and defect evidence that makes the mismatch clear to the team.

AIBOTPILOT / XTRACT.IO

Following the journey from chat to published bot.

Testing the complete journey through an AI-assisted development workspace: chat, code, compliance, test and onboarding.

Build.
Validate.
Publish.ONE CONNECTED JOURNEY

Inside the validation

THE QUESTION

Does the whole journey hold together?

A successful chat response is one part of the flow. The workspace, editor, generated files and publish actions must remain consistent with it.

MY CONTRIBUTION

Verify chat and editor continuity across workspaces.
Validate code changes after user confirmation.
Check compliance, test and publish gating.
Test edit, versioning and onboarding paths.

THE QUALITY SIGNAL

Consistent state, end to end.

Acceptance criteria translated into detailed cases, including negative paths, navigation recovery and changes that span multiple screens.

SELENIUM TEST AUTOMATION FRAMEWORK

The framework behind my repeatable tests.

A reusable Java automation framework built around page objects, shared utilities and data-driven execution for critical web application flows.

Base test setup

Page objects

Reusable actions

TestNG → Allure

Inside the framework

THE QUESTION

Can another test reuse this reliably?

UI automation needs more than a sequence of clicks. It needs sensible separation, explicit synchronisation and useful failure reporting.

MY CONTRIBUTION

Separate page classes and object repositories.
Reuse waits, actions and element validations.
Handle frames, windows, uploads and alerts.
Support data-driven execution and Allure reports.

THE QUALITY SIGNAL

Maintainable test coverage.

Shared behaviours live in reusable utilities, while page objects keep individual flows easier to understand and update.

02 / PROFESSIONAL EXPERIENCE

The work behind my perspective.

My path into software quality includes AI product testing, healthcare operations, business development and engineering training.

FEB 2026 — PRESENTSoftware quality
Xtract.io Technologies Pvt Ltd
Quality Analyst (Software Testing)
Pat on the Back · 2026
Hands-on testing of AI-driven web applications across CERT, UAT and production, with a focus on Agentic AI 2.0, AiBotPilot and RAG workflows.
Test the complete journey
Functional, UI, regression, smoke, sanity and end-to-end coverage. Check chat, editor, workspace, compliance, test and publish behaviour together.
Challenge the AI output
Validate response accuracy, hallucinations, context retention, retrieval relevance, source grounding, approval gates and failure handling.
Make evidence repeatable
Selenium with Java, TestNG, Maven, POM and Allure. API checks in Postman and Swagger, SQL/JSON validation, and defect tracking in Azure DevOps.
- Agentic AI 2.0
- AiBotPilot
- Functional · UI · API
- Selenium automation
- Azure DevOps
JUL — NOV 2025Healthcare operations
Omega Healthcare Management Services Pvt Ltd · Chennai
Process AR – Associate
An earlier role in healthcare operations. Received Gold recognition for consistent performance in AR new-hire training.
See the training recognition
FEB — APR 2025Business development
Skill Intern Pvt Ltd · Bangalore
Business Development Associate
Business development experience before my move into software quality—a different perspective on understanding a need and explaining its value.
JUN — JUL 2024Engineering internship
National Small Industries Corporation (NSIC)
Embedded Design & AI Intern
Industrial embedded systems training with AI and IoT, connecting my electronics background with software-driven systems.
JUN 2024Virtual job simulation
Accenture · via Forage
Data Analytics & Visualization
Completed a virtual data analytics and visualisation experience through Forage.

03 / THE TOOLKIT

Different layers. One quality mindset.

The tools I use, connected to the work they help me do.

Automation engineering

Reusable UI checks with clear structure, reliable waits and actionable reports.

Core Java
Selenium WebDriver
TestNG
Maven
Page Object Model
Allure
WebDriverWait

API & data validation

Connect endpoint behaviour to response contracts and the data behind the UI.

Postman
Swagger
REST APIs
Oracle SQL
JSON validation
Data comparison

AI & agent validation

Evaluate what an AI system says, what it remembers and what it actually does.

Agentic AI 2.0
AiBotPilot
LLM evaluation
RAG testing
Hallucination detection
Source grounding
Context retention

Delivery & diagnostics

Track work, communicate defects and investigate behaviour across environments.

Azure DevOps
Git
VS Code
Eclipse
Kibana
Grafana
Agile / Scrum

HOW WORK MOVES

Azure DevOps is my project and defect management tool—from user stories and acceptance criteria to bug tracking, retesting and closure.

TESTING COVERAGE

Functional · UI · API · Regression · Smoke · Sanity · End-to-end · Agentic AI validation

04 / RECOGNITION & CREDENTIALS

A few moments that matter.

Recognition from the teams I’ve worked with, and the training behind my testing foundation.

XTRACT.IOJULY 2026

PAT ON THE BACK AWARD

Ownership. Adaptability. Dependability.

“Vignesh G has demonstrated excellent ownership and adaptability in supporting the rapidly evolving Studios module.”

Gnanasekar H
As cited in the HR award notification

Recognised for testing support across AI BotPilot and Agentic AI, and for helping the team deliver without compromising quality.

OMEGA HEALTHCARE20 AUG 2025

AR – NEW HIRE TRAINING

Gold. Consistent performance.

Certificate of Recognition for consistent performance in AR – New Hire Training.

Vignesh G
Award recipient · Omega Healthcare

Received during my time as a Process AR – Associate in Chennai, recognising my performance through new-hire training.

QSPIDERS · CHENNAI01 SEP 2026

PROFESSIONAL COURSE COMPLETION

Software Testing. Certified.

Professional training in manual testing and test automation, backed by a completed QSpiders course.

Vignesh G
Certificate QSP-26-2405

Manual Testing
Selenium
Agile Methodology
Core Java
SQL

CONTINUED LEARNING

The foundation keeps growing.

Core JavaAugust 2024
Advanced Remote Sensing Techniques for Geological LocationsMarch 2024
Basics of HTML/CSSSeptember 2023
Diploma in Computer ApplicationJanuary 2018

05 / EDUCATION & PERFORMANCE

An engineering mind. A strong foundation.

From school to engineering, a consistent academic foundation behind my approach to analysis and problem-solving.

UNDERGRADUATE2021 — 2025

8.76 CGPA

B.E. Electronics & Communication Engineering

SRM Valliammai Engineering College

Academic work in camera-based machine learning, green computing and Massive MIMO communication.

HIGHER SECONDARY2020 — 2021

91.22%

HSC · 12th Grade

St. Joseph’s Matriculation Higher Secondary School

SECONDARY SCHOOL2019 — 2020

89.6%

SSLC · 10th Grade

St. Joseph’s Matriculation Higher Secondary School

PUBLISHED RESEARCHIEEE Xplore

Green Computing Based V Ally Shopping Dray

Presented at ICCCT 2025, Sairam Engineering College, Chennai · March 2025

Read the paper

06 / THE PERSON BEHIND THE TESTS

I ask why. Then I verify.

MY WORKING STYLE

Curious about the cause.
Patient with the detail.
Clear about the evidence.

I want to be the Quality Analyst a team can rely on: someone who asks a clear question, follows the evidence and helps get the fix right.

I work at the intersection of software testing, automation and AI. I’m particularly interested in the places where a system appears successful but the user’s goal is still unmet.

That’s why I check the complete story—from the requirement and user confirmation to the application state and final output. I document what I find so the next person can understand it and reproduce it.

Look closelyFollow the requirement, the state and the data.

Explain clearlyGive the team useful steps and expected versus actual results.

Follow throughRetest the fix and check the surrounding flow.

English · Tamil · TeluguVellore, Tamil Nadu · Open to Chennai, Bengaluru & remote roles

BEYOND SOFTWARE TESTING

Ideas I’ve built on.

01 / CAMERA + MACHINE LEARNING

Green Computing-Based V Ally Shopping Dray

An academic retail automation prototype using intelligent cameras and machine learning for real-time product detection.

Presented at ICCCT 2025 · IEEE publication

02 / COMMUNICATION SYSTEMS

Intelligent Transportation Using Massive MIMO

An academic traffic-management design exploring Massive MIMO communication to support more reliable transportation systems.

Academic project · April 2024

07 / THE NEXT CHAPTER

Open to opportunities

Let’s make quality count.

Building a team that cares about reliable software and trustworthy AI?

I’d love to bring my testing mindset to it.

Start a conversation

g-vignesh@outlook.com

QualityAnalyst.

A completed step isn’t a successful outcome.

Looks successful. Look closer.

The status and the outcome disagree.

Proof is in the details.

Checking what the agent actually did.

Did the task actually succeed?

Evidence over status labels.

Following the journey from chat to published bot.

Does the whole journey hold together?

Consistent state, end to end.

The framework behind my repeatable tests.

Can another test reuse this reliably?

Maintainable test coverage.

The work behind my perspective.

Quality Analyst (Software Testing)

Test the complete journey

Challenge the AI output

Make evidence repeatable

Process AR – Associate

Business Development Associate

Embedded Design & AI Intern

Data Analytics & Visualization

Different layers. One quality mindset.

Automation engineering

API & data validation

AI & agent validation

Delivery & diagnostics

A few moments that matter.

Ownership. Adaptability. Dependability.

Gold. Consistent performance.

Software Testing. Certified.

The foundation keeps growing.

An engineering mind. A strong foundation.

B.E. Electronics & Communication Engineering

HSC · 12th Grade

SSLC · 10th Grade

Green Computing Based V Ally Shopping Dray

I ask why. Then I verify.

Ideas I’ve built on.

Green Computing-Based V Ally Shopping Dray

Intelligent Transportation Using Massive MIMO

Let’s make quality count.

Quality
Analyst.