700 percent. That is the growth in Tmall's AI token sales between Oct 15 and Nov 5, measured against the Sept 15 to Oct 5 window, and transaction value in the token category rose 450 percent month on month once the campaign opened on Oct 20, according to figures reviewed as of Nov 12, 2026. Tokens are the units used to meter how much text a large language model processes. A product with no inventory, no shipping weight and no shelf life had become one of the more surprising categories of the festival.
A Product With No Inventory
China Daily's account of the festival records the defining moment: on Nov 2, livestreamer Li Jiaqi sold about 100,000 monthly subscriptions to Alibaba's QwenWork office service in thirty minutes, a combined allowance of roughly 2 trillion tokens. The pitch changed with the product. Instead of urging viewers to buy a lipstick, the host counted down to a token top-up.
What makes tokens an unusual retail object is that the buyer cannot inspect them. There is no unboxing, no texture, no colour. The entire purchase decision rests on three numbers: how many tokens, at what price per million, and what the package actually unlocks. That is closer to buying mobile data than to buying a consumer product, and it explains why subscriptions rather than raw volume became the format that sells.
Why the Subscription Beat the Bucket
Raw token packages ask the buyer to estimate future usage, which most people cannot do. A monthly card converts the estimate into a habit: one price, a known allowance, a renewal date. Xinhua's economic watch on the trend quotes a buyer in Shandong who described the purchase as similar to topping up phone credit, which is exactly the mental model the format is designed to create.
Product Concept Is the Whole Product
Because nothing physical changes hands, the product concept has to do all the work that packaging normally does. What is included, what is excluded, whether it works across models, whether unused allowance rolls over, whether a team can share one card. Each of these is a design decision that a physical product would have settled through form and label.
| Decision | Typical option | Effect on conversion |
|---|---|---|
| Format | Monthly card versus token bucket | Card lowers estimation risk |
| Price anchor | Per million tokens | Comparable across vendors |
| Scope | Single model versus multi-model | Scope drives perceived value |
This is where the category diverges from ordinary retail. Price per million tokens is comparable across vendors in a way that a jar of coffee is not, so the shelf becomes a price comparison table. Vendors that cannot state a clear unit price are effectively invisible, regardless of how good the underlying model is.
New Product, Old Retail Rules
Several rules from packaged goods still apply. A low entry price recruits trial, which is what the 0.01 yuan promotion did. A visible allowance reduces the fear of running out. A renewal date creates a decision point. None of these require new retail infrastructure, which is why the category could appear on existing shelves within weeks rather than requiring a new channel.
What This Means for Product Teams
The first implication is that software now needs a shelf-ready specification, in the same sense that a packaged good needs a label that survives a shelf comparison. Buyers compare packages the way they compare specifications on a product listing, and a package that cannot be described in three lines will lose to one that can. That is an unfamiliar constraint for model vendors, who are used to explaining capability in a demo rather than in a table.
The second is that the trial unit matters more than the flagship unit. In physical goods, the flagship defines the brand and the entry pack recruits. Here the entry price is so low that it recruits at scale, and the flagship's job is to give the buyer somewhere to upgrade to. Xinhua's second dispatch on the festival notes that Alibaba launched an e-commerce version of QwenWork ahead of the campaign, and JD upgraded its merchant AI centre with dozens of tools, which is the same move from the supply side: package capability into something that can be bought per month.
The third is measurement. A physical SKU is judged on sell-through and returns. A token package is judged on activation and renewal, and the two can diverge sharply. A card sold at a promotional price that is never renewed has recruited a trial user, not a customer, and reporting it as revenue overstates the category.
Action List
The steps below are written for a product team preparing a subscription-style digital SKU for a marketplace. They assume the pricing decision is already made and focus on the parts that decide whether the listing converts. The steps below assume the pricing decision is settled and focus on the parts that decide whether a listing converts, because a package that cannot be described in three lines loses to one that can.
- Write the package in three lines: allowance, unit price, and what it unlocks.
- Set a trial price that recruits without making the flagship look overpriced.
- Publish the unit price per million tokens so the shelf comparison works in your favour.
- Decide the sharing rule before launch: one seat or a team card changes the buyer entirely.
- Report activation and renewal separately, and stop counting unrenewed trial cards as demand.
FAQ
Is a token a product or a service?
It is metered capacity sold as a package. On a marketplace it behaves like a product listing, but it is consumed like a service.
Why did subscriptions outsell raw token buckets?
Because a subscription removes the need to forecast usage, which is the hardest part of the decision for a first-time buyer.
Does the 700 percent growth figure mean the category is large?
Not necessarily. It is a growth rate off a small base over a promotional window, and the base period was not disclosed in detail.
What should a product team measure first?
Activation and renewal. Sell-through without renewal describes a promotion, not a product.
