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I am Ashok Ganji, an AI-focused Quality Engineering professional with 12+ years of experience across software testing, data validation, and quality assurance in complex enterprise and government environments. I specialise in AI model evaluation, data quality analysis, LLM response validation, and test governance, applying quality-first principles to AI-driven systems to ensure accuracy, fairness, reliability, and compliance. I am proactive, collaborative, and committed to delivering high-quality software products by implementing scalable QA strategies, automation, and governance across the software development lifecycle.…I am Ashok Ganji, an AI-focused Quality Engineering professional with 12+ years of experience across software testing, data validation, and quality assurance in complex enterprise and government environments. I specialise in AI model evaluation, data quality analysis, LLM response validation, and test governance, applying quality-first principles to AI-driven systems to ensure accuracy, fairness, reliability, and compliance. I am proactive, collaborative, and committed to delivering high-quality software products by implementing scalable QA strategies, automation, and governance across the software development lifecycle.

Ashok Ganji

QA Engineer, Data Analyst, Data Scientist, +2

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I am Ashok Ganji, an AI-focused Quality Engineering professional with 12+ years of experience across software testing, data validation, and quality assurance in complex enterprise and government environments. I specialise in AI model evaluation, data quality analysis, LLM response validation, and test governance, applying quality-first principles to AI-driven systems to ensure accuracy, fairness, reliability, and compliance. I am proactive, collaborative, and committed to delivering high-quality software products by implementing scalable QA strategies, automation, and governance across the software development lifecycle.…I am Ashok Ganji, an AI-focused Quality Engineering professional with 12+ years of experience across software testing, data validation, and quality assurance in complex enterprise and government environments. I specialise in AI model evaluation, data quality analysis, LLM response validation, and test governance, applying quality-first principles to AI-driven systems to ensure accuracy, fairness, reliability, and compliance. I am proactive, collaborative, and committed to delivering high-quality software products by implementing scalable QA strategies, automation, and governance across the software development lifecycle.

Available to hire

I am Ashok Ganji, an AI-focused Quality Engineering professional with 12+ years of experience across software testing, data validation, and quality assurance in complex enterprise and government environments. I specialise in AI model evaluation, data quality analysis, LLM response validation, and test governance, applying quality-first principles to AI-driven systems to ensure accuracy, fairness, reliability, and compliance.

I am proactive, collaborative, and committed to delivering high-quality software products by implementing scalable QA strategies, automation, and governance across the software development lifecycle.

Skills

Experience Level

Expert

Expert

Expert

Expert

Expert

Expert

Language

English

Fluent

Work Experience

AI Data Analyst & AI Data Annotator at Outlier (Remote)

November 1, 2025 - Present

Analyzed structured and unstructured datasets to support training, evaluation, and refinement of large language models (LLMs). Performed data validation, cleansing, and consistency checks to ensure high-quality, bias-aware training data. Annotated and reviewed AI-generated outputs for correctness, reasoning quality, relevance, and guideline adherence. Conducted comparative analysis of multiple model responses to assess factual accuracy and logical coherence. Identified edge cases, ambiguous prompts, and failure patterns; documented feedback to improve model behavior. Applied QA methodologies to AI workflows, ensuring annotation accuracy and repeatable quality standards. Collaborated with distributed AI research and quality teams while maintaining strict confidentiality and ethical AI practices.

Product Test Specialist – Test Lio- Freelance at Test Lio

October 1, 2025 - Present

Executed functional, regression, exploratory, and integration testing across web, mobile, and API-based applications. Validated real-world user workflows, cross-browser compatibility, and device coverage to ensure production readiness. Logged high-quality defects with reproducible steps, evidence, and risk assessment using Jira-based workflows. Supported UAT cycles by validating acceptance criteria and assisting business users during release sign-off. Applied structured QA techniques to assess system behaviour, usability, and reliability in customer-facing products. Collaborated with global teams, developers, and product owners to resolve defects and improve release quality. Ensured compliance with Test Lio quality standards, SLAs, and client-specific testing guidelines.

Test Lead at Infosys

March 1, 2021 - October 1, 2025

Led end-to-end testing activities for complex digital transformation programs across multiple agile and waterfall projects. Developed and maintained detailed test strategies, plans, and schedules aligned with business and project objectives. Managed testing deliverables across multiple systems, including Salesforce, APIs, and integrated enterprise applications. Coordinated with business analysts, developers, and product owners to clarify requirements and ensure high-quality outcomes. Utilised Jira and Xray for test case management, defect tracking, and ensuring full requirements traceability. Supervised and mentored a team of test analysts, promoting consistent standards and knowledge sharing across projects. Conducted system, integration, and regression and user acceptance testing to validate end-to-end business workflows. Implemented risk-based and exploratory testing approaches to prioritise critical business functionalities. Provided clear and concise test reporting, including metr

Test Development Engineer at Arup

November 1, 2020 - February 1, 2021

Created manual and automation test scripts and executed test cases. Analyzed business requirements and documented Test Plan and Test Strategy. Developed system and automation testing using Spec Flow and .Net with C#. Organized defect triage meetings and discussed issues with developers. Used Jira for tracking test execution and generated daily test reports.

Consultant, Quality Engineering – Client: ATOM at ATOM

March 1, 2020 - June 1, 2020

Worked as System Analyst for government client, performing web and mobile app system integration testing. Participated in team meetings for walkthroughs of requirements specifications. Designed and executed automation frameworks and test cases using Selenium with Java. Supported backend services automation testing using Spec Flow with .Net.

Project Lead (Wipro) – DFSI, Optus at Wipro

June 1, 2018 - October 1, 2019

Developed test strategies, test plans, and schedules for QA testing activities. Conducted quality assurance reviews and advocated for established quality methodologies. Coordinated with onshore and offshore resources to ensure successful completion of testing activities. Reviewed and approved test documentation and managed QA test case inventory.

Test Lead – Revenue NSW at Revenue NSW

March 1, 2017 - December 1, 2017

Wrote test scripts and executed test cases manually and through automation scripts. Used QC and Jira for tracking execution and defect tracking. Utilized SoapUI and Selenium for automation regression suite.

Team Lead – Telstra at Telstra

February 1, 2015 - February 1, 2017

Conducted manual and automation testing for various applications. Used QC and Jira for defect tracking and reporting. Worked on SIT, UAT, and regression testing for multiple projects.

Senior Test Analyst – Vodafone at Vodafone

July 1, 2012 - January 1, 2015

Prepared and executed test scripts for various modules. Conducted manual and automation testing for different applications. Performed end-to-end system integration testing and billing verification.

Software Engineer – TCS at TCS

May 1, 2011 - June 1, 2012

Executed manual and automation test cases in core network projects. Designed and executed test cases in Quality Center. Performed regression, integration, and system testing in different phases.