---
title: "Amit Kumar - Product Management Specialist in Greater Bengaluru Area | Tal"
description: "Meet Amit Kumar, Senior AI Product Manager & Product Owner | Agentic AI · GenAI · Industrial IoT | PSPO-I · SAFe POPM | Siemens based in Greater Bengaluru Area. AI stack includes claude code, github copilot, and hugging face. Explore public work links including github."
image: "https://tal.club/meet/amit-kumar-51/share-image"
---

# Amit Kumar on Tal

## Headline

Senior AI Product Manager & Product Owner \| Agentic AI · GenAI · Industrial IoT \| PSPO\-I · SAFe POPM \| Siemens

## About

I build AI products that actually work in the real world\. 🚀 With 15\+ years of experience in AI Product Management and Product Ownership across Agentic AI, Generative AI, Industrial AI, IoT, and enterprise software, I've led products from zero to scale — owning everything from vision and discovery to backlog, sprint delivery, and release\. My two flagship products at Siemens: 🤖 ICfE — Agentic AI Engineering Copilot Built on multi\-agent orchestration, RAG, Knowledge Graphs & human\-in\-the\-loop approvals — delivering \~5x faster code generation and \~50% productivity gains for engineering teams\. 🏭 SieAssist — AI\-Powered Operations Copilot Leveraging LLMs, RAG, OPC\-UA & real\-time event processing to transform raw machine alarms into contextual troubleshooting guidance and operational intelligence\. What I bring to the table: 🎯 End\-to\-end backlog ownership — epics, user stories, acceptance criteria, DoD ⚙️ Deep Agile & SAFe delivery expertise — sprint planning, PI planning, grooming 🔍 Customer discovery & stakeholder alignment across global, cross\-functional teams 🛡️ AI Governance, Responsible AI & LLM evaluation frameworks embedded into delivery 📊 Data\-driven roadmap prioritization using OKRs, product analytics & business cases Across my career at Siemens, Schneider Electric, Ramyam Intelligence Lab & Subex, I've mentored Product Owners, led digital transformation programs, launched AI\-powered recommendation systems, and delivered large\-scale telecom analytics programs\. I'm passionate about the intersection of AI, engineering, and real\-world impact — and I love working with teams that care about building things that matter\. 📩 Open to conversations around AI product leadership, collaboration & speaking opportunities\.

## Location

Greater Bengaluru Area

## AI stack

claude code

github copilot

hugging face

langchain

lovable

claudecode

## Work experience

Product Management Specialist at Siemens, Jul 2018 \- Present · 8 yrs 2 mos, Bengaluru Area, India, Leading AI product ownership for two flagship enterprise AI products — ICfE and SieAssist — across the full product lifecycle in a SAFe Agile delivery model\. Key Highlights: 🤖 Owned backlog, roadmap & PI planning for ICfE \(Agentic AI Copilot\) — multi\-agent orchestration, RAG & human\-in\-the\-loop → \~5x faster code generation, \~50% productivity gain 🏭 Built SieAssist — AI Operations Copilot using LLMs, RAG & OPC\-UA for real\-time machine troubleshooting & operational insights 🧠 Designed context engineering framework \(Hybrid Retrieval: BM25 \+ Vector Search \+ Knowledge Graphs\) → 60–80% reduction in LLM context requirements 🛡️ Embedded AI governance, explainability & Responsible AI controls into Definition of Done \(DoD\) 🏗️ Designed industrial data platforms & IoT solutions for predictive maintenance & root\-cause analysis ⚡ Championed GitHub Copilot adoption → \~50% faster incident time\-to\-resolution 📦 Developed business case for industrial IoT solution → ROI achieved within 24 months 🤝 Conducted customer discovery workshops & stakeholder engagements to shape AI product strategy

Lead Product Owner at Schneider Electric, Jan 2017 \- Jul 2018 · 1 yr 7 mos, Bengaluru Area, India, \* Led cloud\-based digital transformation of a global Quote\-to\-Order platform \(OutSystems\) — improving delivery velocity, UX & operational efficiency \* Owned full product lifecycle: discovery → problem framing → backlog → sprint execution → release \* Mentored & coached 4 Product Owners, driving portfolio roadmap alignment across global stakeholders

Lead Business Analyst at Ramyam Intelligence Lab \(Part of Arvato\), Sep 2016 \- Jan 2017 · 5 mos, Bengaluru, Karnataka, India, • Migrated customer experience platform to the web to improve usability and performance\. • Conducted market analysis and defined product roadmap for competitive positioning\.

Product Consultant at Subex Ltd, Apr 2014 \- Sep 2016 · 2 yrs 6 mos, Bangalore,India, • Leading a team of Junior’s Onsite Engineers/Business Analysts\. • Responsible for understanding the business requirements by conducting workshop with customer using Statement of Work \(SOW\) and Request for Proposal \(RFP\) as base document\. • Formulates and defines project scope, objectives, constraints and assumptions using existing documented processes based upon user needs as well as a thorough knowledge of the application, business, operations and industry\. • Responsible for comprehensive analysis and solution development for requirements and preparing Business Requirement Document \(BRD\) and Functional Specification document \(FSD\)\. • Responding to RFPs/RFIs and conducting workshops with business\. • Base lining BRD and FSD and getting sign off from customer\. • Participate in design sessions in prototyping new systems or enhancements\. • Analyze the impact of business requirements changes to the project\. • Work with the business stakeholders to rationalize and prioritize the business requirements\. • Co\-coordinating with business and IT across all phases of software development life cycle\. • Defined plan for performance assessment of all the business analysis activities\. • Performed extensive gap analysis to determine risks\. • Conducting weekly call with Business stake holders and circulating MOM on Project status\. • Work with Development and QA teams to transition business requirements into QA test cases\. • Writing UAT/System Test case and executing them after Software installation at customer production environment\. • Reporting and following up on issues reported during User Acceptance Testing till closure\. • Measured application performance against agreed KPI’s and assisted customer by recommending enhancements and identified new business requirements\. • Responsible for getting UAT sign off and post production launch providing Technical, Business support to customer for any issues/clarifications/gaps\.

Onsite Engineer at Subex Ltd, Dec 2009 \- Mar 2014 · 4 yrs 4 mos, Bangalore, • Involved in the SDLC phase of requirement analysis, design, and development of the intranet based application\. • Successfully used Agile/Scrum Method for gathering requirements and facilitated user stories workshop\. Documented User Stories and facilitated Story Point discussions to analyze the level of effort on project specifications • Conducted walkthroughs with the different department heads to have a deeper understanding of the requirements\. • Conducted JAD sessions to allow different stakeholders to communicate their perspectives, resolve issues, and reach agreements\. • Analyzed and documented the business requirements and generated reports for the Manager\. • Functioned as the primary liaison between the business, operations, and technical groups throughout the project cycle\. • Follow up with the end users and developers for user satisfaction and change management if necessary • Conducted weekly call with Business stake holders and circulating MOM on Project status\. • Performed extensive Gap analysis to determine the risks and assisted the PM in budget and resource planning\. • Organized and managed all phases of the software testing process, including planning tests, writing test cases, executing tests and tracking defects using Quality Center\. • Worked extensively with the QA team for designing Test Plan and Test Cases for the User Acceptance testing \(UAT\) and validation\. • Participated in creating User manuals\. • Wrote SQL scripts for creating performance evaluation reports\. • Maintained Traceability Matrix throughout the project\. • Assisted customer in developing content and training materials; recommended enhancements and identified new business requirements\. • Participated in the bug review meetings, updated requirements document as per business user feedback and change in functionality of the application\.

Senior Testing & Configuration Engineer at Subex Ltd, Apr 2007 \- Nov 2009 · 2 yrs 8 mos, Bangalore,India, • Study and Review the Functional specification document\. • Preparing the System test plan\. • Developed the Test cases based on the Test Scenarios\. • Preparing the traceability matrix\. • Involved in reviewing the Test cases and Identifying and updating the Test cases for change requests\. • Brought up the database for the release by running the table space script and DB scripts\. • Taking server and client check out from SVN repository and compilation\. • Installing and deploying the Data Adaptors in Diamond client\. • Performed the installation testing\. • Performed System testing on system test environment\. • Replicating the production setup by importing the Nikira schema and Nikira Data for application version upgrade project\. • Report defects and follow up for resolution and retest the defects\. • Testing the build compatibility across various operating systems • Manual testing of new functionalities/enhancements and bug fixes\. • Updating bug status in SQC tool \(Subex quality centre\)\. • Automating new/enhanced functionalities using Watir open source tool\. • Regression testing based on batch execution of automated test cases\. • Updating repository for release contents\. • Involved in doing RCA for DSR's \(Defect status report\) got from site\. • Consolidate the release and make packaged release to site\. • Automated the Test Scenarios using WATIR \(Web Application Testing in Ruby\)\.

## Education

Bachelor of Engineering, Mechanical Engineering, Manipal institute of technology

## Public links

- github: https://github\.com/amitkumarr2k3

[View the original profile](https://tal.club/meet/amit-kumar-51)

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