Anubhav Pateriya - Anubhav Pateriya

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.

Anubhav Pateriya — AI out-converted every other channel this Prime Day. The only choice left is whose terms it buys on.

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.

Anubhav Pateriya — AI can price every shopper to the pain point; the moat is the line you won't cross

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.

Anubhav Pateriya — the model is bought, the decision is built; PepsiCo gave the difference a name: Decision Engineering

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.

Anubhav Pateriya — the engine is rented, the judgment is owned

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

Anubhav Pateriya — everyone rents the same AI, that choice is the moat

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.