Blogs

Shyam Uthaman · Blogs

Ideas on data, AI, leadership and the parts of work that get messy.

I write about the problems that tend to show up after the presentation is finished: AI projects that stall, data teams that need to prove their value, difficult leadership decisions, and career situations nobody really teaches you how to handle.

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20 articles
Practical AI Experiment

Databricks Genie Tutorial: Build Your First AI/BI Agent

BEGINNER DATABRICKS TUTORIAL Databricks Genie gives business users a familiar chat interface for asking questions about company data. Instead of starting with SQL, they can ask a…

Read article → Sep 14, 2026
Practical AI Experiment

Databricks Genie Tutorial: How Business Context Improved Accuracy From 0% to 93%

Asking an AI tool a business question can feel deceptively simple. The user types “What were sales last quarter?” and expects one dependable number. Behind that question…

Read article → Sep 13, 2026
Practical AI Experiment

AI Inventory Management: I Tested ChatGPT on Reorder and Overstock Decisions

Inventory reports have a habit of looking simple until you actually have to decide what deserves attention. A product can be below its reorder point and still…

Read article → Sep 7, 2026
Practical AI Experiment

AI Contract Review: I Tested ChatGPT Against a Contract Playbook

Vendor contract review can involve a surprising amount of repetitive comparison work. A reviewer reads a clause, checks the company’s contract playbook, decides whether the position is…

Read article → Sep 7, 2026
Practical AI Experiment

AI for Accounts Payable: I Tested ChatGPT on Invoice and PO Matching

Accounts payable has a lot of work that is individually quite simple and collectively quite annoying. A vendor sends an invoice, someone finds the purchase order, and…

Read article → Sep 7, 2026
Career & Influence

How to Deal With a Toxic Coworker (And What to Do If You’re the One Managing Them If You’re Managing Them)

How to Deal With a Toxic Coworker (And What to Do If You’re the One Managing Them) You know the feeling before you can even name it.…

Read article → Jul 13, 2026
Career & Influence

Professional Presence Isn’t Just About the Room You’re In

Professional Presence Isn’t Just About the Room You’re In Most advice on professional presence covers the same three things. Gravitas. Communication. Appearance. Stay composed under pressure. Speak…

Read article → Jul 13, 2026
Data & AI Leadership

How to Build a Data Team: The Roles Nobody Hires For

How to Build a Data Team: The Roles Nobody Hires For and the Trap That Breaks Most Teams Monday morning standup. One team member had called in…

Read article → Jul 13, 2026
Career & Influence

Why Am I Not Getting Promoted? The Six Signals Committees Look For

Why Am I Not Getting Promoted? The Six Signals Committees Actually Look For Four performance reviews. Two reorgs. The same phrase from three different managers, delivered with…

Read article → Jul 13, 2026
Data & AI Leadership

CDO CTO Responsibilities: What Your Reporting Line Actually Means

CDO CTO Responsibilities: What Your Reporting Line Actually Means for Your Budget and Mandate The email arrived in Matt’s inbox at 7:22 on a Wednesday morning, forwarded…

Read article → Jul 13, 2026
Data & AI Leadership

Managing Up: A Data Leader’s Guide to the CDO, CTO, and Peers Who Test You

Managing Up: The Three Relationships That Decide Whether Data Leaders Get Funded, Trusted, and Promoted On a Tuesday in October, a data engineering director named Matt learned…

Read article → Jul 13, 2026
Data & AI Leadership

Building Data Culture

A Data Driven Culture Framework That Actually Changes Behavior A data driven culture framework is not a dashboard, a data catalog, or a training program. It is…

Read article → Oct 21, 2025
AI Execution

AI Pilot with guardrails

How to Pilot AI Without Setting Anything on Fire At 2:43 AM on a Tuesday, the alert notification lit up multiple phones: “Critical: Demand forecasting system recommending…

Read article → Oct 21, 2025
AI Execution

AI Change Management

AI Change Management: What to Do When the Technology Works but People Don’t Change AI change management gets difficult at the exact point where most project plans…

Read article → Oct 21, 2025
AI Execution

AI Product Design

Designing AI Products People Actually Use The demo went perfectly. Clean visualizations showing predicted demand for the top 100 products. Confidence intervals indicating forecast reliability. Historical accuracy…

Read article → Oct 21, 2025
AI Execution

AI Adoption Playbook

The AI Adoption Playbook: How Enterprises Turn Pilots Into Business Results The AI system was working perfectly. Model accuracy at 89%. Zero downtime. Response times under 200…

Read article → Oct 21, 2025
Data & AI Leadership

Data driven Decision Making

Data Driven Decision Making: 7 Decisions Leaders Get Wrong Data driven decision making does not mean letting a dashboard make the decision for you. It means using…

Read article → Oct 21, 2025
AI Execution

Data Readiness for AI

Data Readiness: The Hidden Ingredient of Every Successful AI Project You can have the best data scientists, the most sophisticated algorithms, and unlimited budget. But if your…

Read article → Oct 21, 2025
AI Execution

Why Most AI Projects Fail (and How to Beat the Odds)

Why AI Projects Fail: 7 Mistakes Leaders Can Fix Why AI projects fail is usually less mysterious than it looks. A team can have capable engineers, a…

Read article → Oct 21, 2025
AI Execution

The Complete AI ROI Roadmap: Turning Artificial Intelligence Into Measurable Business Value

AI Return on Investment: How to Build Numbers Your CFO Can Defend AI return on investment gets interesting the moment somebody from Finance asks a very simple…

Read article → Oct 21, 2025
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If something here started a useful thought, or you want to talk about data, AI, leadership or one of the books, LinkedIn is the easiest place to reach me.