Summary
Overview
Work History
Education
Skills
Additional Information
Certification
Timeline
Generic
Sachchida Nand Singh

Sachchida Nand Singh

Experienced AI/ML/GenAI Developer | Test Automation, Performance & Security Expert
Bangalore

Summary

AI/ML and Quality Engineering expert with over 18 years of experience in the software industry, blending deep expertise in AI/ML, Generative AI, and advanced test automation. Holding an M.Tech in Artificial Intelligence & Machine Learning, with 3+ years dedicated to designing and developing AI/ML and GenAI-powered solutions for intelligent test automation, code generation, and adaptive testing workflows.

Proven track record in leveraging GenAI models (LLMs) to build tools that improve test efficiency, dynamic locator resolution, and self-healing automation frameworks. Experienced in all phases of the SDLC, with 16+ years of hands-on experience in automation, performance, and security testing across enterprise-scale systems. Passionate about integrating AI into QA processes to drive innovation, reduce manual effort, and accelerate delivery.

Experienced in designing and development complex systems and integration with AI Models

Overview

18
18
years of professional experience
3
3
Certifications

Work History

Senior Developer

SAP
08.2018 - Current

SAP HANA DB & Analytics SAP Ariba Retail Tech Stack & Tools

As a senior technologist in AI-driven test automation and quality engineering at SAP, I have played a transformative role in building intelligent testing ecosystems powered by machine learning, generative AI, and DevOps automation. My contributions have significantly enhanced efficiency, reduced defect leakage, and accelerated release cycles for enterprise platforms such as SAP HANA and SAP Ariba Retail.

  • ML-Based Test Recommendation System: Developed a machine learning model that predicts the most impacted tests based on incoming pull requests or code changes, thereby reducing test cycle time and focusing execution on risk-based areas.
  • GenAI-Powered Test Impact Analyzer: Built a GenAI utility that analyzes test suites in real time to recommend affected test cases based on recent code commits, file diffs, and functional areas using embeddings and prompt engineering.
  • Auto-Healing Test Automation Framework: Designed a GenAI-based tool that self-corrects broken locators at runtime by dynamically interpreting DOM changes, significantly reducing test flakiness.
  • Natural Language to Test Step Generator: Created a prompt-driven LLM tool that converts plain English test cases into executable automation scripts using structured templates, accelerating test case authoring.
  • AI-Driven Log Analyzer: Developed a tool that uses NLP and anomaly detection models to scan log files, and pinpoint root causes of failures across distributed systems.
  • Test Copilot Chatbot: Implemented an internal chatbot powered by LLMs that assists testers by generating XPath/CSS locators, debugging automation issues, and explaining test failures using logs.
  • Owned quality assurance for SAP HANA and SAP Analytics Cloud, focusing on integrating AI/ML-driven data insights into QA.
  • Architected an enterprise-wide test automation framework for web, mobile, API, visual UI, performance, and security.
  • Implemented AI-based tools for performance prediction, capacity forecasting, and dynamic load testing.
  • Led quality efforts for SAP Ariba’s Retail Solution, focusing on procurement workflows, S4 integration, and contract automation.
  • Developed reusable test components and custom web tools, and participated in several AI and DevOps Hackathons.
  • Languages/Frameworks: Java, Python, TypeScript, Spring Boot, NodeJS, MEAN Stack, and Angular.
  • Automation Tools: Selenium, Appium, Katalon, JMeter, Jasmine, Protractor, Applitools, ZAP Proxy, BurpSuite
  • CI/CD & Ops: Jenkins, Git, Terraform, Chef, Docker
  • AI/ML & GenAI: TensorFlow, scikit-learn, LangChain, Ollama, OpenAI API, Azure OpenAI, Sentence Transformers
  • Platforms: SAP BTP, SAP HANA, SAP Analytics Cloud (SAC), Azure, Kafka
  • Optimized performance through testing and tuning of applications.
  • Designed updates to existing software to meet changing customer demands.

Senior Staff Engineer

Netradyne Technologies
10.2016 - 08.2018

As Head of Quality – Cloud at Netradyne, I was responsible for overseeing the quality strategy and end-to-end validation of Driver•i—an AI-, Computer Vision–, and IoT-powered fleet safety platform. The system integrated smart in-vehicle devices with a cloud-based analytics engine to monitor real-time driver behavior and provide actionable safety insights.

I architected and led the development of a Cloud Integrated Test Automation Framework (Java + Python) to ensure seamless validation of data ingestion pipelines, cloud analytics, and REST APIs. My responsibilities also included establishing automated performance testing pipelines, executing cloud and edge device validation, and implementing robust security testing using industry-standard tools and practices.

  • Directed QA strategy and operations for cloud analytics and IoT ecosystem
  • Designed and developed automation frameworks for cloud validation using Java, Python, and REST
  • Built and integrated performance testing suite (JMeter + Jenkins) into CI/CD pipeline
  • Led daily cloud monitoring, log analysis, and runtime failure diagnostics
  • Conducted rigorous security testing using OWASP tools (Burp Suite, ZAP, Kali Linux, Wireshark)

Java, Python, Selenium, REST APIs, PyTest, TestNG, Cucumber, JMeter, Jenkins, AWS (IoT, S3, EC2, SQS, CloudWatch), MongoDB, DynamoDB, Postgres, Node.js, Express, Apache Tomcat, GitHub, Burp Suite, ZAP, Wireshark, Kali Linux, Parrot OS

  • Collaborated with cross-functional teams to deliver high-quality products on time and within budget constraints.
  • Spearheaded the design of advanced components that improved overall product functionality and user experience.

Lead QA Engineer

hCentive
08.2015 - 10.2016
  • Overview of Project: Massachusetts health Exchange (MA-HIX) is US state owned marketplace for health insurance.
  • It’s a complex application build to cater the health needs to individual who AngularJS Spring Boot MySQL PostgreSQL DynamoDB Protractor Jasmine TestNG Kali Linux ZAP Scan Wireshark Burp Suite Groovy Katalon Suite resides in MA State of US.
  • Roles and Responsibilities: Working as a Lead Automation Engineer involved in automating regression, Sanity and End to End test suites for MA HIX Individual product, Performance Testing using JMeter and Security Testing using Burp Suite, designed a new BDD Framework for automating scenario-based testing.
  • Automation includes Web application, REST and SOAP Oracle DB, XML File Verification and batch jobs.
  • Tech Stack: Java, WebDriver, Selenium, BDD Cucumber, Jmeter

Senior SDET

Snapdeal
04.2015 - 08.2015
  • Overview of Project: Project to create a common identity management system for Snapdeal, Freecharge and Rupee power which are now subsidiaries of Snapdeal.
  • This projects goal was also to take care of smooth migration of users from Freecharge.
  • Additionally, project to create additional features of SD wallet, gift cards, coupons etc.
  • Roles and Responsibilities: Worked as a senior software developer in Test and responsible for all framework designs using Core JAVA and JAVA Springs to facilitate REST API and UI and Performance testing using JMeter.
  • Tech stack: JIRA Agile, GIT, Maven, Jenkins, TestNG/ReportNG, JMeter, Selenium, MySQL, MongoDB, AeroSpike, Apache Tomcat.

Senior Quality Engineer

UnitedHealth Group
02.2010 - 04.2015

Overview of Project: Worked in following Projects

1. UHCI (Earlier FrontierMedex): is providing Travel Security Management, Emergency medical and evacuation services to its corporate and individual customers. It includes Transport using ground and Air ambulance support, Emergency medical services etc.

2. UFE(United Front End): UFE is a dedicated application in UHG responsible for routing claims to various Adjudication and payment Engine as well as processing Accumulators and Life Time Maximums to coordinate the benefits between various payers in the USA.

3. 835 HIPPA Compliance : For the health care industry to achieve the potential administrative cost savings With Electronic Data Interchange (EDI), standards have been developed and need to be implemented consistently by all organizations. To facilitate a smooth Transition into the EDI environment, uniform implementation is critical.

Roles and Responsibilities:

  • Agile methodologies were used and User stories were created and executed in TFS.
  • Done System and Integration testing on web technologies, Various Automation frameworks were designed using Selenium Webdriver and QTP 11/UFT 11.53 for Regression Testing after each sprint.
  • Involved in multiple roles e.g. Team Handling, Work allocations, status Reporting to onshore, Test Estimations, Test Plan, UAT Plan, Deployment Plan, Creating Bug Bar, Manual and Database Testing and automation framework design, creating various test metrics, POCs status reports, RCAs etc, also involved in production deployment support.
  • Automation required to reduce huge manual effort and also to avoid human errors.
  • Various Frameworks designed using VBScript and QTP to reduce day to day manual effort in Testing and File Validation.
  • Designed various frameworks in QTP, used descriptive Programming.
  • Core VBScript Programming is being used to validate 835 Transaction Text files downloaded from Mainframe.
  • Designed Tools using VB script and VBA (Excel).
  • Created various Excel VBA tools: - Upload and download (FTP) multiple Mainframe files (in all formats) at a time.
  • EDI test claim creation tools X12 file generator: to create dummy X12 EDI files (837I/P, 834, 277, 278) for testing
  • Tech Stack: VBScript, VBA, UFT, JAVA, WebDriver, TestNG, DB2, Mainframe, JCL,COBOL, VSAM.

Senior Software Engineer

Wipro Techologies
11.2007 - 01.2010
  • Batch CIF is a data processing system that performs the extract, split (Split, sort & distribution) and maintenance of RAFT online customer/account information.
  • RAFT is the system of record for customer information (CIF) and how the customer relates to the account.
  • All the account and customer information with relationship to the account from batch servicing systems is received into the RAFT online Roles and Responsibilities: Mainframe Testing and Automation Testing (designed data driver frameworks using QTP).
  • Worked as single point of contact between onshore and offshore.
  • Tech Stack: Mainframe, JCL, Assembler, DB2, VBSCript, QTP.

Education

M.Tech - Artificial Intelligence And Machine Learning

Birla Institute of Science And Technology
Pilani
04.2001 -

B.Tech - Electronics and Communication Engineering

Cochin University Of Science And Technology
Kochi, Kerala
08.2003 - 07.2007

Skills

    Automation Testing

Performance Testing

Penetration Testing

Java

Selenium

Python

Jmeter, Locust

TestNG

AngularJS

Spring Boot

Javascript

Nodejs

Linux (Ubuntu/Kali/Parrot)

Groovy

MySQL

MongoDB

BDD, Jasmine, Cucumber

AWS

IoT

AI & ML

Protractor, Testcafe

Generative AI

Agentic AI

Additional Information

AREAS OF EXPERTISE/EXPOSURE

  • 16+ Years of Experience in Testing, includes Automation Testing (Selenium and QTP) for WebTesting, Mobile Automation using Appium (for Android and iOS) , DB Testing, REST API, Programming Experience (Java, Python, AngularJS, Shell, VBScript, VBA), Performance Testing (Jmeter, locust) and Security Testing.
  • Developed GenAI based Restful Solutions to reduce false failures in Test Automation using Spring boot, Kafka and Hana DB, that can be integrated with any test automation framework.
  • Worked on IoT (Internet of Things) Functional & Non-functional Testing (Security, Performance)
  • Created different types of Automation frameworks and Tools for various application. Strong knowledge of Core Java, Spring boot, WebDriver, Selenium, Appium, JMeter, REST APIs, Python, VB Script and VBA (Office 365).
  • Good Experience in Testing AI/Machine Learning/Deep Learning Models, KPIs. Strong knowledge of Linux, Shell Script.
  • Working Knowledge of MEAN(Mongo, Express,AngularJS, NodeJS) Stack, Automation testing in JS with Mocha, Chai and Jasmine.
  • Good knowledge of AWS S3/EC2/SQS/Cloud Watch , AWS IOT (Internet of Things), Worked on Performance testing, Benchmarking, using JMeter/Locust, setup Performance testing framework with multimode master slave architecture, for IOT Application.
  • Working knowledge of Security/Penetration testing using open source tools. Used Penetration test OS e.g. Kali Linux, Parot security OS. Linux Firewalls (IPTables) and linux security hardening.
  • Experience of leading QA/automation team and working for complex business critical applications.
  • Experience of managing multiple projects simultaneously which involved coordination with business and operations team.
  • Working experience in start-up company and setting up testing infrastructure from scratch.
  • Defect Management by following defect life cycle process and generation of reports. Worked as SME of Healthcare EDI transactions (834,835,837I,837P, 277,999) Worked as SME of ACA, US Health Exchanges and Medicare, Medicaid and Retirement plans.
  • An excellent Team Player as well as an individual contributor.
  • A Fast Learner who is flexible and enjoys new and challenging job assignments. Strong in Problem Analysis and resolution skills with Good Communication & Interpersonal Skills.

Certification

ISTQB

Timeline

GenAI and LLM Models

08-2025

Senior Developer

SAP
08.2018 - Current

Senior Staff Engineer

Netradyne Technologies
10.2016 - 08.2018

Lead QA Engineer

hCentive
08.2015 - 10.2016

Senior SDET

Snapdeal
04.2015 - 08.2015

AHM250

12-2012

ISTQB

07-2011

Senior Quality Engineer

UnitedHealth Group
02.2010 - 04.2015

Senior Software Engineer

Wipro Techologies
11.2007 - 01.2010

B.Tech - Electronics and Communication Engineering

Cochin University Of Science And Technology
08.2003 - 07.2007

M.Tech - Artificial Intelligence And Machine Learning

Birla Institute of Science And Technology
04.2001 -
Sachchida Nand SinghExperienced AI/ML/GenAI Developer | Test Automation, Performance & Security Expert