Data & AI Delivery Leader · India · Global

Ask me anything about taking AI from POC to P&L.

12+ years leading GenAI, ML, customer intelligence and cloud-data programs. Now leading a ~$5M Data & AI portfolio in Gulf insurance.

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12+Years in AI & data

$5MPortfolio owned

~30%Lead conversion lift

500TB+Cloud migrated

Open to conversations· India · Global

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Watch the story · scroll to play

From POC to P&L, in five scenes.

Scroll slowly. The film is AI-generated with Higgsfield, and each scene is one part of how I take AI into production.

Starring

Suman Mukherjee

Data & AI Delivery Leader. 12+ years across insurance, life sciences and retail.

Scene 01 · The demo

Most AI dies as a proof of concept.

I move AI beyond demos into governed, audited production with clear ownership and measurable outcomes.

Scene 02 · The data

Production starts with data that's ready.

Profiling, data-quality validation, source alignment, entity resolution and clear business rules, before a model ships.

Scene 03 · The guardrails

Guardrails, written in from day one.

Responsible AI, model risk, audit documentation, human-in-the-loop review and production safeguards.

Scene 04 · Production

Shipped, and measured.

0Years in AI & data

0Portfolio owned

0Lead conversion lift

0Cloud migrated

Scene 05 · P&L

Leading a ~$5M Data & AI portfolio.

“I don't do demos. I ship outcomes, with governance that holds up in the audit room.”

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Suman Mukherjee
Data & AI Delivery Leader · India · Global

AI transformation programmes, from POC to governed production
GenAI, RAG and agentic AI delivery
AI governance, Responsible AI and CoE setup
Cloud and data modernisation for AI workloads