Issue · 2026N° 001
Available for AI Advisory

I ship AI
products people actually use.

AI Product Manager. 6+ years turning models into product, and product into outcomes. Currently leading Workhuman iQ.

Portrait of Sagnik Chakraborty
Portrait Ref. 8820-A
0+
Years shipping AI, ML & GenAI products
0
AI surfaces shipped under Workhuman iQ
0×
Global Innovation Award winner (2022 & 2023)
0s
Re-engineered a 30-day process down to seconds

Built & shipped with

  • Workhuman
  • Laya Healthcare
  • AMCS Group
  • BYJU'S
  • Abtran
  • Photonomi
  • EGlobetech
  • Dublin City University
  • NUI Galway

02 — Selected Work

Things I've shipped that moved a number.

06 — Experience

The resume version, for the skim-readers.

  1. Mar 2025 — Present

    AI/ML Product Manager Workhuman

    Own product strategy, roadmap, and delivery for Workhuman iQ — an enterprise AI platform delivering actionable workforce insights. Led launches of Skills Intelligence, AI Assistant, Inclusion Advisor, Retention Graph, and the Future Leader Model, with responsible AI practices embedded end-to-end.

    LLMsResponsible AIWorkforce AnalyticsPredictive ML
  2. 2024

    AI Product Manager · Contract Laya Healthcare

    Led development of an AI-powered claims processing solution using OCR and computer vision. Members upload claim documents via the mobile app; key fields are extracted automatically, cutting manual effort and turnaround time on insurance claims.

    Computer VisionOCRMobile
  3. Feb 2024 — Jun 2024

    Gen-AI Product Owner AMCS Group

    Limerick, Ireland

    Spearheaded integration of GenAI features across AMCS' SaaS suite. Partnered with engineering and UX to define the AI roadmap, refine user stories, and prioritize on business impact. Shipped a GenAI conversational interface over product documentation that improved user self-service.

    GenAIRoadmapScrum
  4. Jan 2023 — Feb 2024

    Product Owner AMCS Group

    Limerick, Ireland

    Owned backlog, sprint planning, and delivery in an Agile SaaS environment. Shipped a GenAI feature for retrieving, computing, and presenting complex ERP data through an intuitive chat interface. Winner, Global Innovation Conference 2023.

    AgileSaaSERP
  5. Jan 2022 — Jan 2023

    Business & Data Analyst AMCS Group

    Limerick, Ireland

    Identified actionable data points and automated extraction to generate business-critical insights. Re-engineered one process from ~30 days to 3–5 seconds with higher accuracy. Recognised with the Most Insightful Innovation Award, Global Innovation Conference 2022.

    AutomationAnalytics
  6. Jun 2021 — Dec 2021

    Income Assessment Analyst Abtran

    Sligo, Ireland

    Extracted data from multiple sources and ran financial/revenue analysis on applications for Ireland's National Childcare Subsidy, applying the compliance rules of the National Childcare Scheme end-to-end.

    Data AnalysisCompliancePublic Sector
  7. Feb 2020 — Jul 2020

    Business Strategy Intern Photonomi Global Group

    Mayo, Ireland

    Evaluated business and project goals and drafted strategy recommendations grounded in People Analytics — surfacing organisational bottlenecks and growth levers for the leadership team.

    StrategyPeople Analytics
  8. May 2018 — Aug 2019

    Business Operations Analyst BYJU'S (Think & Learn Pvt. Ltd)

    India

    Built a data-driven sales operations system inside an Agile environment at one of the world's largest ed-tech SaaS platforms — driving measurable lifts in customer satisfaction, retention, and re-subscription.

    Sales OpsAgileSaaS
  9. Dec 2016 — Nov 2017

    Founder & Team Lead Capsule Project

    Founded and led an R&D start-up in sustainable renewable surface energy harvesting, spun out of the award-winning 2013 invention "Electricity from Traffic" — Google Science Fair top-90 and Scientific American Science in Action top-15.

    FounderCleanTechR&D
  10. May 2017 — Jun 2017

    R&D Intern EGlobetech India

    Built data-driven solutions for bionic limb products. Optimised EMG signal recognition for different limb movements using machine learning in R and Python — the first ML model I shipped.

    Machine LearningEMGRPython

07 — Background

Education & awards.

Education

  • MSc Computer Science, Artificial Intelligence

    Dublin City University

    2022 — 2024

  • MSc Strategy, Innovation & People Management (CIPD)

    NUI Galway · J.E. Cairnes School of Business

    2019 — 2020

  • B.Tech, Information Technology

    KIIT University

    2014 — 2018

Awards

  • Most Insightful Innovation Award — Global Innovation Conference 2022 & 2023
  • Top 90 finalist, Google Science Fair 2013 — "Electricity from Traffic"
  • Top 15, Science in Action Award — Scientific American (GSF 2013)
  • 2nd Prize, Eagle Nest National Competition (NHRD × Schneider) — "CAPSULE"

05 — Contact

So — what are you building?

One line is enough. I read everything that arrives. Open to advisory, 0→1 AI products, and conversations about responsible AI in enterprise.