Experience Across Data, AI, Cloud and Enterprise Delivery

18+ years of enterprise delivery

Background

Where I'm coming from

I have spent over 18 years around enterprise data and AI — data architecture, BI, cloud analytics, and more recently Generative and Agentic AI. This site is where I share that perspective: practical writing, working demos, and honest opinions on what holds up in production and what is mostly hype.

The topics I keep coming back to are Retrieval-Augmented Generation, agentic workflow automation, data readiness, BI and analytics, and cloud data engineering across Azure, AWS, and GCP. None of this is professional advice or a pitch — just ideas shared in the open, and a forum where you can ask questions and get my take for free.

Leadership Strengths

Where I add the most value

Data & AI Strategy

Enterprise Data Architecture

GenAI and Agentic AI

Cloud and BI Modernization

Solution Architecture & Systems Thinking

Delivery Governance

Stakeholder Management

Team Scaling and Operating Model

Company Experience

Selected roles and engagements

UST Global

Data Architect / Data & AI Delivery Lead

Led Data, Analytics, Generative AI, Agentic AI, and cloud-based solution initiatives for enterprise clients. Designed AI solutions involving RAG, AI agents, multilingual assistants, workflow automation, data platforms, and executive dashboards. Supported solution architecture, delivery planning, estimation, pre-sales, client discussions, and stakeholder alignment.

ValueLabs

Associate Director / Data as a Service Lead

Led Data-as-a-Service delivery and client engagement for enterprise data and analytics programs. Worked with sales and digital partners on pre-sales, RFP/RFI responses, solution design, and delivery alignment. Helped scale client delivery capability and optimized delivery processes.

Grant Thornton

Manager, BI / Data / Analytics

Worked across BI, analytics pre-sales, delivery management, solution architecture, account management, RFP/RFI responses, client solutioning, delivery governance, Agile delivery, and stakeholder coordination.

LiquidHub Analytics

Senior Manager / Manager / Lead Solution Architect

Managed BI, data warehousing, reporting, cloud migration, analytics delivery, pre-sales, POCs, RFP/RFI responses, transition management, and managed services delivery.

Earlier Career

Fidelity, MetLife, HCL Infosystems, DishTV/ISMS

Worked across BI, reporting, ETL, data migration, SAP BO, Hyperion, QlikView, Power BI, SQL, automation, and operational reporting.