Product Owner with an unusual mix: security roots, real product craft, and hands-on AI building. I ship working tools, not slide-deck demos.
From digital forensics on government investigations, to owning a multi-market product platform at AGCO, to shipping live AI tools today — I bring applied AI with judgment: human-in-the-loop, outcome-driven, honest about what AI can and can't do.
"Applied AI with judgment — built from real workflow pain, honest about the limits."
The thread through everything I buildI'm a Product Owner who builds. Most product people talk about AI; I design, ship, and maintain real AI tools — so I know first-hand the difference between an impressive demo and something that actually holds up in production.
My path is unusual, and it's my edge. I started in digital forensics at a government institution in India — forensic imaging, encrypted-data analysis, court-ready reporting on high-profile investigations. That gave me genuine roots in the security world and how high-trust, compliance-heavy environments work.
From there I moved into product: requirements and change work at Robert Bosch, then Product Owner at AGCO/Fendt, owning a multi-system digital platform across five European markets as sole release authority. Today I stay hands-on by building AI tools for product people through ClarusHorizon.
What ties it together: I turn messy, real problems into structured, shippable solutions — with a human in the loop and a clear eye on measurable value.
A content and tools platform at the intersection of AI and product management, built on "applied AI with judgment." Its live tool, the Acceptance Criteria Writer, turns a backlog item into structured, Jira- and Azure-DevOps-ready acceptance criteria in seconds — solving a repetitive pain point I hit every day as a Product Owner. Practitioner-grounded, human-in-the-loop, honest about limitations.
Generates a complete, structured PRD from a plain-language feature description in under five minutes — freeing PO time for real prioritisation. Built from frustration as a Product Owner at AGCO.
An interactive Product Operations Intelligence Suite — KPI dashboard, RICE prioritiser, backlog analyser, sprint roadmap, and A3 bottleneck analysis in one tool.
A B2B PIM data-quality dashboard — completeness scoring, market heatmap, attribute governance, and anomaly detection. Built from real PO experience managing product data across five EU markets.
Predicts warehouse demand peaks and recommends staffing levels — built from patterns across 400+ operational shifts.
Building and shipping live AI tools for product people — the Acceptance Criteria Writer and PRD Generator — on Claude and OpenAI APIs.
Owned the vision, roadmap, and backlog for a multi-system digital platform across five European markets, as sole release authority, in a SAFe agile setup.
Worked on a process-automation and enterprise SaaS initiative — requirements analysis, UAT, governance, and KPI reporting in a rigorous corporate environment.
Hands-on digital forensics on high-profile government investigations — forensic imaging, data recovery, encrypted-data analysis, and court-ready reporting.
Ground-truth operations experience — coordinating teams and tracking KPIs in a fast-paced, data-driven environment while targeting the right product role.
Open to Product Owner & AI Product roles in Germany, the EU, or remote. Available for interviews immediately.