As of November 9, 2026, AI tokens have become a shelf item on Chinese ecommerce platforms. Tmall opened a token recharge centre on September 3 and has since gathered offers from DeepSeek, Alibaba Cloud, Zhipu AI and Moonshot AI, with MiniMax, QwenWork and StepFun opening flagship stores; during a Double 11 livestream, 100,000 monthly QwenWork memberships sold in half an hour, equal to roughly 2 trillion tokensGlobal Times on tokens in shopping carts. Alibaba said token package sales on its platform rose 450% on October 20, the first day of the festival, compared with the previous month, and after Zhipu opened a Tmall store its brand searches rose 50 times in 48 hoursGlobal Times on the livestream sale. For teams that run product listings, this is a new product category with none of the old rules: no weight, no colour, no size chart, and a refund policy that decides whether the sale is profitable.
What a token SKU actually sells
A token package is a quota, not a product. The buyer receives a right to call a model, bounded by time and by terms. That changes the listing from a specification problem into a contract problem: which models and features the quota covers, how consumption is metered, what happens when the quota expires unused, and whether the membership auto-renews. On a marketplace where returns are frictionless, a vague answer to any of those four questions turns into a refund and a negative review.
The pricing structure is unfamiliar
Physical goods discount a unit price. Token packages discount a usage allowance, and the discount is usually expressed as a monthly price cut: a Qwen AI Lite plan listed at 60 yuan on the official site was offered at 39 yuan during the promotion. That is a 35% cut on a subscription, not on a basket, so the comparison the shopper makes is per month rather than per item. Listings that show only the promotional price invite a refund request the following month, when the regular price returns.
| Listing field | Why it matters for a token SKU | Failure mode if missing |
|---|---|---|
| Covered models | Defines what the quota can be spent on | Buyer assumes access to a premium model |
| Metering rule | Explains how usage is counted | Dispute over token consumption |
| Expiry and renewal | Sets the real cost per month | Refund after the second billing cycle |
| Refund terms | Decides whether the sale is profitable | Chargeback plus review damage |
Who is buying
The buyers described in the reporting are individuals and small businesses: students, researchers, freelance video creators and small firms that use models for writing, code and presentations. Their purchase pattern is closer to a phone top-up than to a software subscription, which is exactly the framing the platforms are using. That has a concrete listing implication: the unit of comparison should be a visible allowance, and the price should be presented per month with the allowance stated in the same line.
The allowance is the product
Buyers do not compare model quality when they scan a listing; they compare what the allowance buys. Two packages at the same price with different allowances are not competing on price, they are competing on clarity. Listing the allowance in the title line, with the covered models beside it, does more for conversion than another discount.
What to measure in the first month
For a category this new, the useful metrics are about consumption rather than conversion. Track the share of buyers who use more than half their quota, the share who renew, and the share who ask for a refund. A package that sells well and is never consumed renews once and then stops, which makes it a promotion rather than a product.
| Metric | Healthy reading | Warning reading |
|---|---|---|
| Quota utilisation | Above 50% within the period | Under 20%, buyers guessed wrong |
| First renewal rate | Above 40% | Single-digit renewal |
| Refund rate | Below 5% | Driven by expiry disputes |
| Support tickets per 100 sales | Falling after month one | Rising on metering questions |
The strategic read is that ecommerce platforms have started to function as the retail layer for AI services. That is a new product listing problem more than a marketing one, and the retailers that treat the quota as the product, with the terms as the specification, will be the ones that keep the renewal.
FAQ
Is a token package a subscription or a product?
In practice it is a subscription with a quota. The listing has to state the allowance, the covered models, the expiry rule and the renewal price, because each of those drives refunds.
Why do these listings fail after the first month?
Because the promotional price sets an expectation the regular price breaks. Buyers who would have accepted 60 yuan resent the jump from 39, and the refund arrives with the second bill.
What is the single most useful listing field?
The metering rule. Consumption disputes are the most common support ticket, and they are almost always caused by a rule that was never written down.
