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Agentic AI & Its Limits

Where agentic meets reality.

Do You Know What Good Looks Like?

The most capable AI model on the market just disappeared overnight, and the conversation is all about power. But how powerful the model is matters far less than whether you can tell good output from bad. And that gap doesn't close with better models. It widens.

4 min read

Agentic Commerce and the Retail Reality Gap

We built models to predict grocery baskets. The better they got, the smaller the baskets became. Google, Meta, and now OpenAI have tried to bolt shopping onto their platforms. The disruption never lands. The gap is not compute power. It is a misunderstanding of how people actually shop.

3 min read

The Enterprise Vibe-Coding Fantasy

The vision of everyone vibe-coding their own tools sounds productive. Until you multiply it by a few thousand employees. Then you don't have innovation. You have chaos, security nightmares, and a fundamental misunderstanding of what makes people successful in organizations.

4 min read

The Rise of the AI Dark Store

Dark kitchens bypassed dining rooms. AI dark stores will bypass websites. When AI agents become your primary shoppers, they never see your homepage or brand story. They parse data: price, specs, delivery time. Retail is about to learn what restaurants did: experience is a premium, not a given.

3 min read

The AI Shopping Land Grab: What Retailers Need to Understand Now

Retailers and tech giants race to define AI shopping. Amazon lists products from other stores without asking. Walmart sells ads in AI assistants. Microsoft adds shopping to Copilot. Google aims to standardize the industry. The rules are being written with real customers, right now.

3 min read

Why Grocery Retailers Can Win the AI Shopping Race

Grocery retailers have a decisive advantage in AI shopping: their data. Generic AI agents struggle with product discovery, but retailers possess years of purchase history revealing individual tastes. The race is about combining targeted AI with proprietary data.

4 min read

AI Agents and the Product Discovery Challenge in Grocery Retail

AI shopping agents face a fundamental problem: the less you see, the less you buy. By focusing on efficiency, they eliminate the product discovery that drives grocery sales. You can't ask for what you don't know exists, and impulse purchases represent over half of grocery revenue.

4 min read

Why AI Shopping Agents Will Struggle with Vice Products

When planning groceries on Monday, you don't add the cookies you'll crave Friday. AI shopping agents face this planning gap: we shop for an idealized self, not the person who wants treats after a long day. Impulse purchases represent over half of grocery revenue.

3 min read

Agentic AI in Retail: Navigating Uncertainty

Retailers face opposing AI agent strategies: Walmart partners with OpenAI while Amazon blocks access. Most retailers need a third approach: invest in structured, high-quality product data that delivers value today while positioning for an AI-enabled future.

3 min read