// retail
AI in Retail & E-commerce
Agentic shopping is shipping ahead of consent on both sides — Amazon wants Meta's Muse agent off its site, and only 7% of shoppers would let an assistant buy unsupervised.
standing summary updated September 25, 2026
Where AI in retail actually stands
Retail's AI story sits in the two places where it changes economics: the point of discovery and the warehouse. Discovery is the live one, and it has been running in three shapes. Retailers build assistants onto their own surfaces — Best Buy's phased rollout of Ask Blue, drawing on product details, reviews, availability and pricing, and Williams-Sonoma's brand-by-brand extension with Otto across the Pottery Barn family after Olive on the Williams Sonoma site. They make themselves reachable inside assistants they do not control, as Albertsons has with the Safeway plugin in ChatGPT and Target has by naming agentic commerce on the record. And Amazon treats the assistant as a membership retention layer: Alexa+ is default-on and free across the Prime base, $19.99 a month for everyone outside it. What is new is a case none of those three anticipated. Amazon says it had no advance notice that Meta's Muse agent — which can make purchases on behalf of users — would access its site, did not authorize it, and has asked to be removed, arguing that agents should respect provider decisions. That is the discovery layer's first jurisdiction problem: all three shapes above assume the retailer decides which assistant it appears in, and this one did not ask. Inference
What still nobody is doing is putting a conversion number on any of it. Amazon says tens of millions joined Alexa+ during early access, which is an adoption figure, not a commerce one — it says how many people have the assistant, not what they bought through it. Target's Q2 2026 call reported guest traffic up 3.6% and comparable sales up 3.8%, with CEO Michael Fiddelke pointing to benefits from agentic commerce and digital traffic growth from AI platforms, but no figure for how much of that traffic came from assistants. Williams-Sonoma's Laura Alber claimed engagement with content and design services, not conversion; Best Buy disclosed a rollout, not a result. The $19.99 price tag is still the only hard number attached to an agentic shopping assistant anywhere in the sector. The one number now pointing the other way is a demand-side one, and it is unflattering: an ACI Worldwide survey of more than 3,300 US and UK consumers found only 7% of fashion shoppers would let an AI assistant buy without approval, 53% uncomfortable with AI purchasing on their behalf, and 14% wanting manual approval on every purchase. It is a single unverified survey, but the features respondents said they valued — price-drop alerts and cross-retailer comparison — are advisory, not autonomous. The supply side is building checkout; the demand side is asking for a shopping adviser. Inference
The warehouse half moves on a different clock and nothing about the consent fight touches it. Nuuly's Kansas City-area fulfillment center expanded to 1 million square feet, enough to serve up to 600,000 subscribers, with garment storage automation, order sortation in Q4 and automated picking mid next year — three phases staged across roughly a year, framed by president David Hayne as logistics cost reduction rather than new capability. Set that against the benchmark: Amazon's BFI4 site in Kent, Washington moves more than a million items a day on robotics, inventory pods, technology-enhanced workstations and automated packaging machines, and it opened in 2016. The gap between a phased million-square-foot build and a decade-old facility already running at that volume is a capital and site-design problem, not a software licence, and Nuuly's own timeline is the clearest illustration of why: even the retailers committing to it measure the rollout in quarters. Inference
Around both fronts the org charts and the regulators are unchanged. Target has appointed its first chief AI officer, Chandhu Nair, who joined Aug. 24 after more than six years at Lowe's, with Purvi Shah promoted to SVP of user experience, both reporting to chief information and product officer Prat Vemana — how much weight that carries depends on how much of Target's $2B 2026 investment plan it draws on. Lululemon is the counter-example: chief AI and technology officer Ranju Das left less than a year after joining, confirmed in an SEC filing with no reason stated, and the company is running a global search. A Senate Judiciary subcommittee hearing on AI-powered "surveillance pricing" has pulled algorithmic pricing into federal view, and several states already restrict how retailers use individual consumer data to set prices. Worth keeping in view is what keeps not happening: Etsy cut 12% of its workforce and its chief executive went out of the way to say AI was not the reason. This was a thin, two-story week, and both stories asked the same question from opposite ends — who has to say yes before an agent can buy something. The notable absence is any answer on the retailer side: Amazon's remedy was a request to be removed, not a published policy or a technical mechanism for admitting or blocking third-party agents, and no other retailer has put one on the record either. Inference
// Big moves
2026-W39Amazon told Retail Dive it asked to be removed from Meta's Muse AI agent experience, which can make purchases on behalf of users, saying it had no advance notice Muse would access its site and did not authorize it. Amazon argues agents should respect provider decisions — the first public opt-out fight over agentic shopping.
CorroboratedRetail Divesource →
An ACI Worldwide survey of more than 3,300 US and UK consumers found only 7% of fashion shoppers would let an AI assistant buy without approval. 53% said they were uncomfortable with AI purchasing on their behalf, and 14% would require manual approval for every purchase.
UnverifiedRetail Divesource →
Both sides of the agentic transaction are withholding consent while the feature ships: the retailer whose storefront gets accessed says it never agreed, and the shopper whose card gets charged overwhelmingly wants an approval step. Neither constraint is fixed by a better model — both are permission problems.
InferenceRetail Divesource →
// Daily stories
2026-09-25
Tapestry opens Coach and Kate Spade checkout inside Google's Gemini app and AI ModeCorroboratedRetail Dive2026-09-24Per a company press release, shoppers can buy Coach and Kate Spade items directly from Google Search, AI Mode and the Gemini app, paying with Google Pay without being redirected. Each transaction requires consumer approval. Tapestry uses the Universal Commerce Protocol, and checkout is US-only for now.
why it matters
Agentic checkout is moving from pilot to live inventory at a named brand. If UCP sticks, merchandising and payments teams inherit a channel whose interface they do not control — watch how conversion and returns compare with owned .com.
2026-09-24
Only 7% of fashion shoppers would let an AI assistant buy without approval, ACI survey findsUnverifiedRetail Dive2026-09-23An ACI Worldwide survey of more than 3,300 US and UK consumers found only 7% of fashion shoppers would let an AI assistant make purchases without approval. 53% said they were uncomfortable with AI buying on their behalf; 14% would require manual approval for every purchase.
why it matters
Agentic checkout is shipping ahead of consent. The features shoppers said they valued were price-drop alerts and cross-retailer comparison — advisory, not autonomous. Worth pressure-testing where the approval step sits in your flow.
2026-09-23
Amazon says it never authorized Meta's Muse agent to shop its site, asks to be removedCorroboratedRetail Dive2026-09-22Amazon told Retail Dive it asked to be removed from Meta's Muse AI agent experience, launched earlier this month, which can make purchases on behalf of users. Amazon says it had no advance notice Muse would access its site and did not authorize it, arguing agents should respect provider decisions.
why it matters
This is the first public opt-out fight over agentic shopping. Retailers need a stated position on whether third-party agents may transact on their storefront, and a technical means to enforce it, before the traffic arrives unannounced.
2026-09-12
Amazon extends DSP campaigns into ChatGPT under an OpenAI ad partnership, Delta Vacations pilotingCorroboratedRetail Dive2026-09-11Amazon advertisers will be able to extend campaigns into conversational experiences on ChatGPT under a new partnership with OpenAI. ChatGPT Ads inventory will be available through Amazon's demand-side platform, a spokesperson said. Delta Vacations is among a select group of US brands piloting it.
why it matters
Retail media has meant inventory the retailer owns and measures. This routes budget onto a surface Amazon doesn't control. Worth insisting conversational placements are reported separately before they get folded into search performance.
2026-09-11
Target ships AI photo search and review summaries, credits Buy Again for purchase growthCorroboratedRetail Dive2026-09-10Target introduced a suite of AI shopping features, per a Tuesday press release: Review Insights, which summarises product reviews (June); Photo Search, for image-based search in its app (August); and Buy Again, surfacing past purchases and deals. Target says Buy Again drove strong year-over-year purchase growth.
why it matters
Visual search and review summarisation are becoming table stakes in the app, not differentiators. Buy Again is the only feature Target attaches a result to — worth testing whether re-order surfacing pays before the holiday quarter.
2026-09-09
Nuuly expands its Kansas City fulfillment center to 1M sq ft and automates picking and sortationCorroboratedRetail Dive2026-09-08Urban Outfitters-owned Nuuly has expanded its Kansas City-area fulfillment center to 1 million square feet, enough to serve up to 600,000 subscribers. President David Hayne said on an Aug. 26 earnings call that garment storage automation goes live this month, order sortation in Q4 and automated picking mid next year.
why it matters
Hayne frames the spend as logistics cost reduction, not new capability. Worth watching whether subscription and rental models need this depth of fulfillment automation before their unit economics work.
2026-09-05
Amazon makes Alexa+ free for all US Prime members, $19.99/month for everyone elseCorroboratedRetail Dive2026-09-04Amazon has made its agentic AI assistant Alexa+ free for all Prime members as it completes the US rollout, the company announced Tuesday. Non-Prime users pay $19.99 a month for the full version, or use a limited free text chat. Amazon says tens of millions joined during early access.
why it matters
An agentic assistant is now default-on across Amazon's Prime base. Worth watching whether discovery starts routing through Alexa+ before shoppers reach your own site — and what that does to acquisition costs.
2026-09-03
Williams-Sonoma extends AI shopping assistants to Pottery Barn with Otto launchCorroboratedRetail Dive2026-09-02CEO Laura Alber told the Q2 2026 earnings call that Williams-Sonoma launched AI shopping assistant Otto across the Pottery Barn family in August, after Olive on the Williams Sonoma site last year. She said both help with product recommendations and increase engagement with its content and design services.
why it matters
Engagement, not conversion, is what the CEO actually claimed. Worth watching whether assistants rolled out brand by brand show up in comps before you fund a portfolio-wide deployment.
2026-09-01
Best Buy has begun a phased rollout of Ask Blue, a conversational AI shopping and support assistant, incoming CEO Jason Bonfig said on a Q2 2027 earnings call. It uses product details, customer reviews, availability and pricing, and can route shoppers to self-service or a live specialist.
why it matters
A national chain is putting an assistant in front of the buying decision rather than behind support. Worth watching whether Best Buy discloses any effect on conversion or contact volume before you fund your own build.
2026-08-20
Target posts Q2 traffic up 3.6% and comps up 3.8%, points to agentic commerceCorroboratedPYMNTS2026-08-19Target reported Q2 2026 results on Wednesday with guest traffic up 3.6% and comparable sales up 3.8%. PYMNTS reports the retailer is seeing growth in digital traffic from AI platforms, and CEO Michael Fiddelke told the earnings call Target is seeing benefits from agentic commerce.
why it matters
One quarter is not a trend, but it is worth watching whether AI-assistant referrals become a traffic line you plan and measure — and who owns the product data those assistants read.
2026-08-15
Lululemon's chief AI and technology officer Ranju Das exits after under a yearCorroboratedRetail Dive2026-08-14Lululemon confirmed that chief AI and technology officer Ranju Das has left, with an SEC filing marking Thursday as his departure date. He joined less than a year ago to improve product innovation and speed. The retailer says it is running a global search for its next technology leader.
why it matters
An AI mandate that lost its owner inside a year, with no stated reason, is a signal about how the role was scoped. Worth watching what remit the replacement gets — and whether the roadmap holds during the search.
2026-08-13
Target hires Lowe's data and AI executive Chandhu Nair as its first chief AI officerCorroboratedRetail Dive2026-08-12Target said Tuesday that Chandhu Nair joins on Aug. 24 as its first chief AI officer, after more than six years at Lowe's, most recently SVP of stores, data, AI and innovation. It also promoted Purvi Shah to SVP of user experience; both report to chief information and product officer Prat Vemana.
why it matters
Both AI and UX now report to the same chief information and product officer — a structural bet that AI shows up in the customer experience, not just operations. Worth watching whether it draws on the $2B 2026 investment plan.
2026-08-12
Amazon's BFI4 site in Kent, Washington handles more than 1 million items a day using robotics, inventory pods, technology-enhanced workstations and automated packaging machines. Opened 2016; first in Amazon's network at that volume.
why it matters
Sets the fulfilment cost floor every other retailer is measured against. The constraint on matching it is capital and site design, not software licences.
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