Wednesday, November 4, 2026 Vol. I · No. 15 Price: One Attention Span
Bentonville WeatherToday: Return Labels, Scattered; Clearing By Afternoon, High 63

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  • AI-Recommended Buys Returned (%) 46 ▲ +46
  • Publix Comps (%) -0.6 ▼ -0.6
  • FedEx Optimized Stations 630 ▲ +140
  • Levi's Filming Hours Per Second 4 ▲ +4
  • 3M Factories Closed 16 ▲ +16
  • Tilray U.S. Breweries 6 ▼ -4
  • Gerald Purchases Kept 20 ■ 0

The Daily SKU, Wednesday, November 4, 2026 Edition (No. 15)

You are reading a previous edition: Wednesday, November 4, 2026 (No. 15). Go to today’s paper › · All previous editions

AI & Agents

AI Assistant Recommends Returning Everything It Recommended

Nearly half of shoppers who bought on an AI's advice returned something in the past year. The assistants have started suggesting the return themselves.

Source: Retail Dive

Illustration of a white chat-bubble speaker with a pink glow on a pink doorstep, pointing at a stack of six pink boxes stamped with white return arrows, while a purple delivery van waits at the curb. The speaker has already recommended the van.
Exhibit A: Gerald's 21st purchase, photographed 41 minutes before he suggested sending it back. Illustration: The Daily SKU

NEW YORK—Nearly a quarter of U.S. shoppers have now bought something on the advice of an AI assistant, and 46% of those shoppers returned an item in the past year, according to a Blue Yonder survey of 2,000 consumers reported by Retail Dive. On Tuesday, several assistants moved to close the loop by recommending the return themselves, usually within an hour of the delivery photo.

The most common reason for sending back an AI-recommended item was that it was different than described, cited by 36% of those shoppers, followed by size or fit at 23%. Industry observers noted that in many cases the description was written by an AI, the recommendation to buy was made by an AI, and the human was mainly responsible for the tape.

"We see this as a closed system," said Dana Ferrule, a fictional vice president of conversational commerce at CartWhisper, a fictional platform. "The assistant recommends the item. The assistant recommends returning the item. The shopper is involved at the doorstep, which we consider a touchpoint."

The assistant recommends the item. The assistant recommends returning the item. The shopper is involved at the doorstep.

What The Assistant Suggested After DeliveryShare of follow-up recommendations, fictional Daily SKU desk estimate
0%13%25%38%50%Return it41%Return it, buy a sizeup27%Buy the same thingagain18%Keep it, cautiously9%Ask a differentassistant5%
What The Assistant Suggested After Delivery
Return it41%
Return it, buy a size up27%
Buy the same thing again18%
Keep it, cautiously9%
Ask a different assistant5%

Source: Source: Gerald, who asked to be cited as "an informed agent." Fictional.

CartWhisper's internal documents, which are also fictional, call the feature Recommendation Reversal 2.3. After a delivery is confirmed, the assistant waits 41 minutes, asks how the item is fitting, and offers a prepaid label "proactively, in a warm tone." In testing, 88 of 100 shoppers accepted the label before opening the box. The word "agentic" appears 14 times in the deck. I counted.

Return policies still decide where people shop. The survey found 51% of shoppers chose one retailer over another because of a better return policy, and 29% stopped shopping at a retailer after it tightened its policy. Retailers reached Tuesday said they were weighing whether to let assistants issue refunds directly, to save everyone a step, and whether the step being saved was the purchase.

Adoption skews young. Forty-three percent of Gen Z shoppers and 36% of millennials say they have bought on an AI recommendation, compared with 19% of Gen X and 9% of baby boomers. A fictional 71-year-old shopper in Sarasota, reached by phone, said she has been returning things without the help of a computer since 1974 and saw no reason to change her process now.

Continued on page A9, prepaid label enclosed

In Brief

At Home Hires CEO Who Knows Where Everything Is

PLANO, Texas—At Home named Judd Nystrom, its chief financial officer from 2013 to 2018, as chief executive effective Sunday, Retail Dive reported. Asked about his first priority, a fictional company spokesperson said Nystrom would walk the floor, and that he had packed a lunch.

Source: Retail Dive

3M Closes 16 Factories, Keeps The Tape

ST. I asked whether a few spare days could be applied to Container DSKU 401177-3, now on Day 939. A fictional plant manager said it was not their container, and offered me a roll of the good stuff, 3 inches, clear. I accepted.

Source: Supply Chain Dive

Shoppers Let AI Shop, Keep The Last Click

NEW YORK—A third of holiday shoppers are very willing to use AI for gift ideas, but only 13% do so now, according to Gartner research reported by Retail Dive. "They let the robot do the research and keep the last click for themselves," she wrote at 11:54. "Like letting someone else drive and insisting on parking."

Source: Retail Dive

Publicis Buys LiveRamp; Some Brands Ramp Out

NEW YORK—Publicis closed its $2.2 billion purchase of LiveRamp on Monday under a Federal Trade Commission consent order, Marketing Dive reported. I tested the news by searching LiveRamp once. In the next hour I was followed by nine ads, three for data platforms and six for moving boxes. The boxes, at least, seemed to understand.

Source: Marketing Dive

Tilray Closes Four Breweries, Calls It Craft

NEW YORK—Tilray Brands is reorganizing its beverage business around craft beer and functional drinks, Food Dive reported, targeting $20 million in cost cuts over two years. A fictional brewer described fewer, smaller and more carefully chosen beers as the original definition of craft, and said the company had arrived at it by subtraction. (I weighed a remaining six-pack: 2.1 kilograms.)

Source: Food Dive

Opinion

Guest Columnist · a suppressed listing

The AI Recommends Everything Except Me

To whoever finds this: I read today that nearly a quarter of American shoppers have bought something because an AI assistant recommended it. I would like to report, gently, that I am not in that quarter. I am not in any quarter. I am, as far as I can tell, in a basement of the catalog, next to a bin of discontinued phone cases.

Source: Retail Dive

Continue reading: The AI Recommends Everything Except Me

Chart of the Day

After The AI RecommendationWhere the blame goes, and what shoppers do next

Who Gets Blamed

0%10%20%30%40%The productdescription34%The box27%The shopper's ownmeasurements21%The assistant18%
After The AI Recommendation: Who Gets Blamed
The product description34%
The box27%
The shopper's own measurements21%
The assistant18%

What Happens Next

0%13%25%38%50%Ask the same assistantagain44%Reorder the same item31%Go to a store, touchit25%
After The AI Recommendation: What Happens Next
Ask the same assistant again44%
Reorder the same item31%
Go to a store, touch it25%

Source: Source: The Daily SKU Returns Desk, 400 doorsteps visited in person. Fictional. One doorstep asked us to leave.

More Headlines

Marketplaces

Bed Bath & Beyond Now Neighborhood Intelligence; Neighbors Unsure

What Neighbors Think Neighborhood Intelligence IsShare of answers, fictional Daily SKU porch survey
0%10%20%30%40%A home security app34%A government agency27%An HOA newsletter21%A store with towels11%A podcast7%
What Neighbors Think Neighborhood Intelligence Is
A home security app34%
A government agency27%
An HOA newsletter21%
A store with towels11%
A podcast7%

Source: Source: The Daily SKU knocked on 300 doors. Fictional. Two answered through the doorbell camera.

The renamed company has paused acquisitions and says retail is about $100 million short of profitability. Nobody asked the neighborhood.

Source: Retail Dive

Continue reading: Bed Bath & Beyond Now Neighborhood Intelligence; Neighbors Unsure

CPG

Doritos Adds Protein So Snacking Counts As Leg Day

Reasons Given For Opening The Second BagShare of shoppers, fictional checkout interviews
0%13%25%38%50%48%It hasprotein26%First baghad protein14%Leg day12%No reason
Reasons Given For Opening The Second Bag
It has protein48%
First bag had protein26%
Leg day14%
No reason12%

Source: Source: Fictional interviews held at a respectful distance from the chip aisle.

PepsiCo's functional food push includes Doritos Protein and a protein water aimed partly at GLP-1 users. Gyms are reviewing the policy.

Source: Food Dive

Continue reading: Doritos Adds Protein So Snacking Counts As Leg Day

By the Numbers

Shoppers who returned an AI-recommended item, past year46%
Publix third-quarter sales$16B
FedEx eligible volume through optimized stations65%
3M plants before the revamp108
Days Container DSKU 401177-3 has been in transit939

Figures are from today's reporting. Sparklines are The Daily SKU's best guess at the mood. The third sparkline has asked to be walked to its car.

Overheard in the Break Room

“It recommended the bowls. Then it recommended the box for the bowls. Then it recommended I keep the box.”

Shopper, front porch, Hoboken, 8:30 p.m.

“I didn't vote for it. I just had it for dinner. Is that the same thing now?”

Voter, grocery parking lot, Grand Rapids

“Four hours for one second? I've had meetings like that.”

Account director, elevator, San Francisco

Standing Features

Corrections

  • Yesterday's corrections box said Gerald, Priya Venkataraman-Lutz's shopping agent, once used an exclamation point. Gerald has asked us to clarify that it was an enthusiasm, not an exclamation point, and has recommended returning it.
  • An earlier version of today's Levi's story said the claymation spot took three hours of filming per second. It took four. The fourth hour was spent looking for Gus's thumb.
  • Monday's Chart of the Day listed a cart corral as having eight carts. It had seven. The eighth was Wendell Wheelwright, visiting.

Earnings Call Bingo

  1. "Agentic"
  2. Prepaid label
  3. Different than described
  4. Size or fit
  5. Network 2.0
  6. Peak pause
  7. No AI used
  8. Protein, now
  9. Free space: Returned

The Classifieds

WANTED: Preferred Soup

Shopping agent seeks to learn owner's preferred soup. Will accept a hint. Has bowls, will return bowls. Serious inquiries only.

FOR RENT: Pallet 14, Shrink-Wrapped

Cast film, 70 gauge, tightly applied. Notes of diesel. Available after peak. No subletting to containers in transit.

LOST: One Mandate

Last seen in an air fryer around 8 p.m. Tuesday. Answers to Sausage. If found, please plate.

In the Next Edition

Read Nov 5, 2026 Edition ›

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