Robert Hu
Blog

Research Notebook

How technology is changing commerce, and what operators need to understand before the shift becomes obvious.

A shopping assistant preserving a shopper intent across the interval between shopping sessions
E-commerce Strategy

Amazon Is Extending the Shopping Journey Beyond the Search

Amazon turned on a feature that alerts shoppers when a brand launches, an author publishes, or a tour is announced. Shoppers configure the alerts themselves, so this is monitoring rather than prediction. The interesting part is that the assistant now stays involved during the interval when no shopping is happening.

·6 min read
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An advertising business layered onto consumer distribution that already existed
Digital Marketing

ChatGPT Ads Hit a $1 Billion Run Rate in 200 Days. The Audience Came First.

OpenAI says ChatGPT Ads reached a $1 billion annualized revenue run rate in under 200 days. A run rate is an extrapolation, not collected revenue. The more useful question is how any ad business scales that fast, and the answer sits in a sentence about something else: more than a billion weekly active users were already there.

·6 min read
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A media buying interface getting simpler while the forecasting and decision system underneath it grows more complex
Digital Transformation

The Trade Desk Is Showing What Agentic Media Buying Actually Looks Like

Kokai Zuma is being read as agentic AI arriving in programmatic. The release notes are more restrained: the assistant is in closed beta, one narrow execution capability exists, and the 32% CPA result came from a generally available optimization model. The interesting part is what The Trade Desk says it spent the money on.

·6 min read
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A creator connecting YouTube product discovery to an Amazon transaction without either system merging
E-commerce Strategy

YouTube and Amazon Just Split the Shopping Journey

Amazon joined the YouTube Shopping Affiliate Program today. The interesting part is not that creators can tag Amazon products. It is that YouTube’s own documentation says creators cannot see which videos or products drove the purchases, which tells you exactly where the seam between the two companies sits.

·6 min read
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A checkout interface disappearing while the commerce system beneath it continues to execute
E-commerce Strategy

If Checkout Disappears, What Does the Retailer Still Own?

Stripe's president says checkout pages could disappear once agents do the buying. His own example keeps the shopper on the merchant's product page. The page was always just the interview that collected missing inputs, and when an agent already holds them the interface has little left to do. None of the work behind it goes anywhere.

·6 min read
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An AI shopping assistant moving from finding a single product to assembling a basket for a whole meal plan
E-commerce Strategy

Albertsons' AI Results Suggest the Real Value Is in Planning, Not Search

Albertsons reported a 10% average order value lift from conversational search and about 26% from its more comprehensive assistants. The interesting part is the distance between them, and the most likely explanation has less to do with the AI than with how much of the customer's job it was asked to finish.

·6 min read
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A grocery store network operating as connected ecommerce fulfillment infrastructure rather than as separate projects
E-commerce Strategy

Kroger's Ecommerce Reset Is Becoming an Operating Model

Nate Faust's appointment is the latest step in an eighteen-month sequence, not the first. Kroger has built a dedicated ecommerce unit, reset fulfillment toward stores, expanded delivery partnerships, and reached ecommerce profitability including media. The remaining question is whether those parts operate as one system.

·7 min read
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A measurement instrument that shows where content appeared in Google generative AI features but not what question caused it
GEO & SEO

Google Search Console Now Tracks AI Visibility, but Not AI Traffic

Search Console now shows a dedicated view of impressions inside AI Overviews and AI Mode. My property recorded roughly 1.37K in 28 days, with one page taking about 28% of them. The more useful finding is what the report structurally cannot tell an operator.

·6 min read
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A retailer receiving the transaction while an AI assistant retains the discovery conversation that produced it
E-commerce Strategy

Retailers Want AI Shopping Traffic. They Do Not Want to Lose the Customer.

AI assistants send retailers high-intent shoppers who have already described a need, weighed alternatives, and narrowed the field. The retailer gets the order. The assistant keeps the reasoning that produced it. That separation is the real strategic question in agentic commerce.

·6 min read
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Amazon connecting its AI shopping assistant to transactions, membership, advertising, and infrastructure
E-commerce Strategy

Amazon Is Revealing the Business Model Behind AI Shopping

Amazon's Q2 disclosures moved past usage metrics. The assistant is now attached to order value, Prime signups, advertising performance, and an AWS product sold to other retailers. That combination is the strategy.

·7 min read
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Ecommerce software shifting from a dashboard people navigate to a data layer AI systems query directly
Digital Transformation

What Helium 10's MCP Reveals About the Future of Ecommerce Software

Answering one cross-functional Amazon question takes an afternoon of exports. Helium 10's MCP connector suggests the interface to commerce software is shifting from dashboards people navigate to data AI systems can query directly.

·6 min read
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TikTok working to keep product demand created on the platform from converting on Amazon
E-commerce Strategy

TikTok Shop Plus and the Fight to Own the Final Conversion

TikTok has proven it can create demand. A reported membership test suggests the harder problem is keeping that demand from leaking to Amazon at the moment of purchase.

·5 min read
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