The Judgment Layer
What still wins when the supply chain runs itself.
Self-driving, never self-deciding
The two-ton robot handled the chaos flawlessly but where I wanted to go was entirely my problem. The machine does the driving; deciding the destination is, thankfully, still on us.
The AI found the hotel. Someone else got paid.
In retail, AI referrals now out-convert every channel. In travel, they convert 28% worse. The gap between those numbers shows where money moves when AI does the shopping, in every consumer category.
The first Prime Day the machine out-converted every human channel
Prime Day 2026 was the first shopping event where AI-assistant traffic out-converted search, email, and social. Why a sub-1% channel is already forcing consumer leaders to choose whose terms the sale happens on.
The line you won't cross: pricing's new moat in the AI era
AI can now price every shopper individually. Amid 2026's surveillance-pricing crackdown, the winning RGM decision is what you refuse to let the engine do. On pricing, judgment, and the line.
Decision Engineering: AI's first win in consumer goods is in the pricing room
PepsiCo is wiring AI into revenue growth management and even named the muscle: Decision Engineering. Why AI's first durable win in consumer goods is in the pricing room, and why the moat is the decision you engineer, not the model you rent.
The number came first
Kroger, General Mills, and Coca-Cola each made a serious AI move this year. The three press releases read as unrelated. They are not. Three different rooms of the P&L Kroger is pointing AI at e-commerce operating profit. It expects roughly $400 million of improvement in 2026
Both sides of shopping just went commodity
Over the past few weeks, two headlines crossed most consumer leaders' desks as unrelated. One was about how people shop. One about how AI gets procured. Together they retire an assumption the industry has run on for 20 years. Demand: the journey is compressing to a single turn Start
The Destination Problem
For thirty years, advantage in consumer industries came from execution. Better forecasting, tighter supply chains, sharper campaigns, faster checkout. The winners were the ones who ran the machine best. With the onset of AI and agents, that machine is now starting to run itself, today in parts, tomorrow in full.