Available for consulting · advisory · freelance

Strategic AI
Solutions that
Accelerate Growth.

Enterprise AI & Cloud Delivery Leader. 11+ years turning stalled AI programs into production systems — $5M+ in audited P&L, 40% ROI uplift, and delivery that holds up in governance review.

Book a 30-min Strategy Call See Case Studies
Azure Solution Architect TOGAF 9.2 UT Austin · PGP AI/ML
Suman Mukherjee
Jupiter · Hi, let's chat Online · grounded
Initialising
Cut inference cost 40% Scale agents GraphRAG? Hire Suman
$5M+P&L Delivered
40%Avg ROI Uplift
11+Years Enterprise AI
25+Team Led Globally
Live Last deploy: 2d ago Response: 6h avg Uptime: 99.97% —
Generative AI Strategy/ Agentic AI Systems/ LLMOps & MLOps/ GraphRAG Architecture/ AI Agents & MCP/ Cloud Transformation/ Azure · AWS · GCP/ Generative AI Strategy/ Agentic AI Systems/ LLMOps & MLOps/ GraphRAG Architecture/ AI Agents & MCP/ Cloud Transformation/ Azure · AWS · GCP/

I don't do demos.
I ship outcomes.

"Interesting POC" → Revenue-Generating Product
"It works sometimes" → 99.9% Production Reliability
"We're exploring AI" → $5M+ Measurable Savings
01 Success Stories

How I transformed
enterprises into AI-led winners.

Current
MetLife MGCC · Enterprise Insurance $5M P&L

The $5M AI Transformation Program

Owned end-to-end delivery of enterprise AI transformation across Gulf operations. Steered cross-business stakeholders to achieve 40% ROI uplift & 30% lead conversion improvement through propensity models & GenAI-led customer intelligence. Scaled 25+ team across 3 continents.

40%ROI Uplift
$10M+Revenue Unlocked
50%Faster Deploy
GenAILLMOpsAzure DatabricksRAGPropensity Models
Read full case study →
Circle K · Global Retail $50-200M Impact

Pricing Analytics Revolution

Transformed pricing across 14,000+ stores. Led 100TB+ Azure migration — $500K sustainable savings, 40% loyalty uplift.

AzurePredictive ModelsGenAI
View architecture →
Stryker · APAC $2M+ Saved

Fraud Detection Platform

ML fraud detection at 1M+ daily transactions. Accuracy 70% → 95%. 35% fraud reduction across 12 APAC countries.

ML PipelinePythonReal-time ML
View architecture →
Labs · Own Platform

Multi-Agent AI Orchestration Platform

Autonomous agent swarms replacing 3-month manual workflows with 48-hour autonomous execution. Agents collaborate, delegate, self-correct.

12Agent Types
85%Task Automation
48hrvs 3 Months
LangGraphCrewAIClaude APITool Use
Read architecture →
Labs · Open Source
MCP Open Source

Custom MCP Server Ecosystem

Model Context Protocol servers connecting LLMs to enterprise data. Real-time DB, API, and document access.

MCPTypeScriptClaude
Explore on GitHub ↗
Exponentia.ai $300K Saved

500TB+ Zero-Downtime Migration

Seamless 500TB+ migration to AWS Redshift. 60% faster processing. $300K annual savings.

AWS RedshiftGlueAthena
Labs · Indie Product

The $50K Career Accelerator

500+ professionals landed $50K+ raises. Scraped 10K jobs/day, AI matched at 94% accuracy, 40% outreach response.

500+Users · Month 1
$52KAvg Raise
3 wksTo Offer
n8nOpenRouterApifyAI Agents
View on GitHub ↗
MetLife (Earlier) $1M Saved

Demand Forecasting Transformation

Azure Databricks forecasting — $1M annual savings, 25% customer sat boost, 80% faster reporting for 200+ users.

Azure DatabricksPower BIPython
02 Arsenal

Next-gen tools I use to
build the future.

Generative AI & LLMs

GPT-4o Claude 3.7 Llama 3 Mistral Gemini Pro RAG GraphRAG Vector DBs Prompt Eng Fine-tuning LangChain

Agentic AI & Automation

AI Agents CrewAI LangGraph AutoGen MCP Servers n8n Tool Use Multi-Agent OpenRouter

Cloud & Data Platforms

Azure AWS GCP Snowflake Databricks Kafka Redis

MLOps / LLMOps / DevOps

Docker Kubernetes MLflow LangSmith CI/CD Git Model Versioning A/B Testing Observability
03 Capabilities

How I help brands streamline
workflows & maximize ROI.

01

Enterprise GenAI Solutions

Tailored, scalable LLM deployments for Fortune 500s — without $100K/mo API bills.

  • Multi-agent orchestration (CrewAI, LangGraph)
  • GraphRAG + hybrid retrieval
  • On-prem SLMs with GPT-4 quality
  • Multimodal document + image AI
02

AI ROI Optimization

Frameworks that CFOs trust and CTOs implement. Measurable, audit-ready.

  • ROI calculators that pass audits
  • P&L impact measurement ($5M+)
  • Cost-per-prediction optimization
  • AI Center of Excellence setup
03

Agentic AI & Automation

Autonomous systems that actually work in production at scale.

  • Agentic AI system design
  • MCP server design & integration
  • n8n AI workflow automation
  • Tool-use & function calling
04

Cloud & Data Transformation

Zero-downtime migrations and future-proof data platforms.

  • Azure / AWS / GCP architecture
  • 500TB+ zero-downtime migrations
  • LLMOps & MLOps pipelines
  • Anti-hallucination guardrails
04 Social Proof

What leaders say after shipping with me.

Verified on LinkedIn ↗

Suman turned a stalled AI program into a production engine inside 90 days. The $5M P&L impact is real — we audited it twice.

RK
R. Khoury VP Data & AI · MetLife MGCC
Verified on LinkedIn ↗

The pricing analytics rollout across 14K stores was the cleanest enterprise migration I've ever seen. Zero downtime. On budget.

MA
M. Andersen Director Analytics · Circle K
Verified on LinkedIn ↗

Fraud accuracy went from 70 to 95 percent in one quarter. Our team learned more from Suman in 4 months than the previous 2 years.

SP
S. Patel Head of ML · Stryker APAC
05 Writing

Notes from the front lines.

Case Study

Building a Multi-Agent Platform: Architecture, Trade-offs, Lessons

↗ Case Study

Turning a Stalled AI Program into $5M P&L — in 90 Days

↗ LinkedIn

More notes & articles on AI delivery, governance & architecture

↗
06 Start Your Project

Let's build
something real.

24-hour response. No sales pitch. Strategic, result-driven solutions only.

Book a 30-min Strategy Call Tap below — I'll reply within 24h with 3 calendar slots that fit your timezone.
Request a slot DM on LinkedIn
Emailcontactme@mukherjeesuman.com
LinkedInsumanmukherjee91k
GitHubsumankrsh
X@SumanMu04117838
Based inIndia · Working globally

Book a 30-min Strategy Call

Hey, I'm Suman

Still here? Let's make it count. Grab a 30-min slot or ping me on LinkedIn.

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