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Manoj Kumar Prakash

@manojkumarprakash

AI/GenAI engineer and senior SDET specializing in LLM automation for financial services.

Germany
Message

What I'm looking for

I’m looking to build production-grade GenAI and LLM-powered automation for financial services—combining test automation/QA with agentic pipelines to solve real SWIFT/ISO 20022 problems and cut failure triage time.

I’m an AI/GenAI Engineer and Senior SDET with 14+ years of deep expertise in banking and payment systems, spanning SWIFT, SEPA, and ISO 20022. Today, I specialize in production-grade AI applications—LLM-powered automation systems and intelligent agentic pipelines—built to solve real FinTech operational problems.

In my current role as Assistant Vice President at Wells Fargo, I designed and deployed a GenAI defect analysis assistant that automates root-cause classification of CI/CD test failures across SEPA and ISO 20022 pipelines, reducing manual log investigation effort by ~40%. I also built an LLM-based test data generation engine for realistic SWIFT MT103/MT202 and ISO 20022 pacs.008 payloads, integrated RAG-based log analysis for faster recurring issue resolution (~35% reduction), and implemented prompt-engineered anomaly detection for payment message validation and compliance gaps.

I combine strong software engineering and QA automation foundations with payment domain depth—architecting end-to-end automation for Oracle FLEXCUBE and Oracle Banking Payments using Java, Selenium, Cucumber BDD, and TestNG, and stabilizing CI/CD test pipelines with better synchronization and isolation. I’ve also publicly deployed a live SWIFT & ISO 20022 Intelligence Engine using Claude API, Streamlit, and LangChain, and I continue to expand my GenAI engineering skills through a Professional Certificate Programme in Generative AI and Machine Learning at IIT Guwahati.

Experience

Work history, roles, and key accomplishments

Wells Fargo logoWF
Current

Assistant Vice President

Mar 2021 - Present (5 years 3 months)

Designed and deployed a GenAI-powered defect analysis assistant using Python, LangChain, and the Claude API, reducing manual log investigation effort by ~40%. Architected AI + QA automation for Oracle FLEXCUBE/OBPM, including LLM-based test data generation and RAG-based log analysis that reduced average resolution time by ~35%.

CGI Group Inc logoCI

Associate Consultant

Mar 2019 - Feb 2021 (1 year 11 months)

Led the transition from manual to automation by designing a reusable Java/Selenium/Cucumber framework for a large payments platform and integrating it into Jenkins CI pipelines. Defined test strategy for microservices/APIs with database verification and message validations to enable scheduled nightly regressions and build-level quality gates.

JPMorgan Chase & Co logoJC

Senior Software Tester

Jul 2015 - Jan 2017 (1 year 6 months)

Developed and executed automated and manual test scenarios for high-volume financial applications processing millions of daily transactions, contributing to zero critical defects in production releases. Improved database testing accuracy using advanced SQL validation and stored procedure testing, aligning testing with business requirements across development, BA, and operations teams.

Education

Degrees, certifications, and relevant coursework

Indian Institute of Technology Guwahati logoIG

Indian Institute of Technology Guwahati

Professional Certificate, Generative AI and Machine Learning

2025 - 2026

Completed a Professional Certificate Program in Generative AI and Machine Learning covering advanced ML, GenAI/LLMs, Python data analysis, and enterprise AI model development.

Microsoft logoMI

Microsoft

Microsoft Azure Fundamentals (AZ-900), Cloud Computing (Microsoft Azure)

2024 -

Earned the Microsoft Azure Fundamentals (AZ-900) certification covering core Azure services plus security, governance, and cost management basics.

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