Prabin Kumar

AI Agents Are Now Negotiating Real Contracts — Here’s the Fine Print

Playful illustration of a cartoon robot and a cartoon human character negotiating across a table, with speech bubbles containing a dollar sign icon and a handshake icon, in blue, teal and amber tones

Walmart’s procurement team now runs part of its supplier negotiations through an AI agent. Not a chatbot that drafts a counteroffer for a human to send on — an agent that actually conducts the back-and-forth. Pactum, the vendor behind it, says its agents have handled more than $1 billion in negotiated spend for Walmart, landingContinue reading “AI Agents Are Now Negotiating Real Contracts — Here’s the Fine Print”

When Your Biggest Power Customer Becomes a Power Trader

Abstract illustration of power transmission lines merging into energy trading charts, representing data centers entering electricity markets

OpenAI just posted a job for a power-trading lead to hedge its data-center electricity exposure. It’s the clearest sign yet that AI’s energy footprint has outgrown the utility bill — and a preview of ETRM discipline going mainstream.

The AI Confidence Gap: Executives Trust the Output, Not the Data Behind It

Abstract illustration of a wide stream of data narrowing through a funnel into a small dashboard, symbolizing the gap between data volume and data quality

84% of executives trust their AI’s output. Only 11% trust the data behind it. New survey data shows where that gap is already landing — in board decks.

A cloud-native, AI-powered CTRM challenger just went live

Legacy CTRM vendors, take note: a lower-cost, AI-native challenger just landed its first customer. CTRM Next, a new cloud-native commodity trading and risk management platform, went live on Sept 28 with its first customer — a Swiss oil and refined products trader — after completing UAT. It’s already building a pipeline into Gulf region firms,Continue reading “A cloud-native, AI-powered CTRM challenger just went live”

AI Didn’t Replace Your Analysts — It Gave Them a New Job: Checking Its Work

Abstract illustration of a checkmark and magnifying glass over a data chart, representing human oversight of AI-generated analytics

A new 2026 industry survey finds 96% of analysts now use AI daily — and spend hours a week fact-checking it. Here’s why that’s a sign the role is working, not failing.

CTRM and ETRM Budgets Are Growing Again — But Not for the Reason You Think

Abstract editorial illustration of trading charts, risk data networks, and cloud migration in blue, teal, and amber tones

For years, CTRM and ETRM budgets grew because markets were volatile. A new 2026 market report says that’s no longer the primary driver — here’s what’s actually behind the spending now, and what it means for your next trading-system decision.

Why Your AI Agent Gives Three Different Answers to the Same Business Question

A clean, modern editorial illustration for a business/tech analysis blog. Theme: inconsistent AI answers across BI tools and the fix of a unified semantic layer. Show three separate abstract dashboard panels/chatbot bubbles each displaying a different glowing number or chart for the same metric, with divergent thin data-flow lines -- then a fourth panel below where a single glowing hub/funnel-like structure (representing a semantic layer) merges the same data streams into one consistent, aligned chart. Cool blue and teal palette with subtle amber accents, flat geometric style, soft gradients, minimal and professional -- no text, no logos, no people's faces.

As every BI tool bolts on an AI agent, a quiet problem is surfacing: ask three tools the same business question and you get three different numbers. Here’s why, and what a semantic layer actually fixes.

Gartner’s Warehousing AI Roadmap Is a Blueprint for Trading and Logistics Too

A clean, modern editorial illustration for a business/tech analysis blog. Theme: AI transforming warehouses and logistics, with a visual bridge to trading floors. Show a stylized warehouse interior with autonomous robotic arms and forklifts moving in orderly paths, glowing data-flow lines rising up and converging into an abstract network of trading charts and candlestick graphs in the upper half. Cool blue and teal palette with subtle amber accents, flat geometric style, soft gradients, minimal and professional -- no text, no logos, no people's faces.

Gartner just mapped the AI maturity curve for warehouses — trading and logistics teams outside the four walls of a DC should be paying attention too.

The Ultimate Guide to the Global Corn Market: Supply Chains, Price Drivers, and Future Outlook

Corn (Zea mays) is far more than a staple vegetable on dinner tables around the world. In the global macro-economy, corn is an absolute juggernaut—a strategic commodity that powers industries, feeds massive livestock networks, and drives multi-billion-dollar trading volumes on global exchanges every single day.Whether you are an agricultural enthusiast, an investor, or a commodityContinue reading “The Ultimate Guide to the Global Corn Market: Supply Chains, Price Drivers, and Future Outlook”

The Shrinking Edge: Is the “Human Quotient” Under Siege?

While whole world is talking about AI and how transformative it is revolutionizing industries, including our very own livelihood as humans. Here is my take on this.. For centuries, we’ve operated under a comfortable assumption: humans possess a unique set of “edges” that machines simply cannot touch. We’ve built our identities, our economies, and ourContinue reading “The Shrinking Edge: Is the “Human Quotient” Under Siege?”