Chinese banks and telcos are retailing AI tokens in a unit their customers cannot price
The largest token allowances in China go to developers, not shoppers. The real pressure on Western AI pricing sits in API list prices that run 60% to 90% below OpenAI and Anthropic.
The Product Desk
What happened
- Chinese banks, cafes and telcos are handing out AI tokens to attract customers, selling them like mobile data plans, paying them as credit card rewards, or giving them away like free Wi-Fi.
- Moonshot AI launched a credit card named after its Kimi model in July with the Agricultural Bank of China and American Express, paying tokens plus agent and coding quotas on cardholder spending.
- China Telecom's consumer plans start at 9.9 yuan a month for 10 million tokens, and its TokenHub platform sells subscriptions across 142 large models.
- Daily token consumption in China reached 500 trillion in mid-2026, against 100 billion in early 2024.
- A Beijing dumpling restaurant, Jingu Yuan, gives diners 10 yuan of computing credits after a meal, and its two stores hand out more than 100 vouchers a day.
Why it matters
- Who's exposed exposure Any Western product that meters usage in tokens now competes on the one line a buyer can compare directly, and comparable Chinese open-weight models sit 60% to 90% below OpenAI and Anthropic on it.
- What doesn't add up contradiction The packaging is pitched at ordinary consumers, but the biggest allowances and the free local inference are aimed at developers and startup founders, so the consumer case rests on offers a consumer would not pick.
- Who has to decide decision Teams drafting a metered plan have to choose a denomination, and China Unicom's flat rate across both tiers shows what data-plan packaging looks like when it arrives without data-plan volume pricing.
- What it limits constraint Handout counts are cheap to generate and prove nothing about use, so a token bundle can look like a hit while sitting unredeemed, which leaves the operator rolling it out with no way to defend it later.
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"You're full after eating the dumplings. Go collect some tokens at the cashier so your [AI] agent can be fed with some computing power too." [16] Those cards sit on the tables at Jingu Yuan, a Beijing dumpling restaurant [15]. The card assumes the diner has an agent to feed, and it never says what the credit will get it. That is the flaw in the unit, and it survives every repackaging.
The rates expose odd packaging. China Telecom's entry plan works out at 0.99 yuan per million tokens [18]. Buy through your phone bill from China Mobile in Shanghai, at 400,000 tokens for 1 yuan [12], and the rate is 2.5 yuan per million [21]. China Unicom's two business tiers, 15 yuan for 6 million and 45 yuan for 18 million [13], both land on that same 2.5 [22]: triple the commitment and the unit price does not move, which is the thing a data plan normally rewards. Telecom is roughly 2.5 times cheaper per token than either [23], and none of the three tells a buyer how many questions their allowance answers.
The generous end went to developers. China Merchants Bank's June card offered new holders up to 1.8 billion tokens on MiniMax models, and Shanghai Pudong Development Bank up to 3 billion on Alibaba's Qwen [10][11], which is 180 and 300 times a month of Telecom's consumer allowance [24]. Beijing's AGI Bar serves unlimited DeepSeek V4 Flash from a local Nvidia DGX Spark to anyone who buys a drink and joins the Wi-Fi, and it aims at programmers and startup founders [14]. The people holding the biggest balances already know what a million tokens buys. The genuinely consumer-facing end is a 24-hour coffee shop opening in Changsha that plans to hand out tokens with the coffee [17].
Poe Zhao, who writes the Hello China Tech newsletter, told Rest of World that some of these consumer packages are a "supply-led experiment" [8], and that most ordinary users still meet AI inside an app or a feature "without seeing a token balance" [9]. The volume behind that reading is real: daily token consumption in China grew by a factor of 5,000 between early 2024 and mid-2026 [26]. Capacity priced that low has to go somewhere, and a cafe promotion is a cheap place to put it.
The list price is what should worry a Western pricing owner. Rest of World reports comparable Chinese open-source and open-weight models running 60% to 90% below OpenAI and Anthropic [7], which puts a job costing $10 on the US models at $1 to $4 on the Chinese ones [25]. Nothing in the reporting says how many vouchers or allowances are ever redeemed [20], so the bundles are distribution for spare inference, not proof that households will buy compute by the million.
If you are weighing an allowance for your own pricing page, two axes do the work: whether the buyer can state what the allowance buys before spending it, and who absorbs the overage when it runs out. Seat and message plans sit in the intelligible corner with the vendor carrying variance. The telco token plans sit in the opposite one, an opaque unit with the user carrying variance. The Kimi card, which pays token, agent and coding quotas on card spending [1], dodges the question by being money the holder never budgeted. That is why the telco version travels badly. It asks the buyer to underwrite a unit only the seller can read.
What to watch
- Whether any telco or bank publishes redemption rates for its token allowances, which would show if recipients spend what they collect.
- Whether China Telecom's TokenHub moves from reselling 142 models to setting one house rate, making the carrier the price setter.
- Whether OpenAI or Anthropic answer with consumer allowances denominated in tasks completed rather than tokens consumed.
Clarity's read
What the record supports and how the coverage leans. The claims behind it follow.
Reality
- Evidence55
- Adoption25
- Hype gap+30
- Incentives60
- Confidence55
Claim ledger
Ranked by verification strength, evidence, and original report placement.
- [1]
In July, Chinese AI startup Moonshot AI launched a credit card named after its Kimi model in partnership with the Agricultural Bank of China and American Express; users earn Kimi AI tokens as well as agent and coding quotas on their spending.
- [2]
Banks, cafes, telcos and other businesses in China are offering free AI tokens as incentives to attract customers, with some selling tokens much like mobile data plans, offering them as credit card rewards, or giving them out like free Wi-Fi.
- [3]
China Telecom offers consumer plans starting at 9.9 yuan a month for 10 million tokens, with larger allowances available for heavier users and businesses.
- [4]
China Telecom runs a TokenHub platform offering subscriptions on 142 large models, as the state-owned carrier tries to evolve from selling traditional telecom connectivity to AI computing and services.
- [5]
An AI token is a unit of computing that an AI model uses to process text; words in a prompt are broken into tokens that the model processes to generate a response.
- [6]
Daily token consumption in China surged to 500 trillion in mid-2026 from 100 billion in early 2024.
- [7]
Chinese open-source and open-weight models, despite lagging behind U.S. rivals on some measures of frontier performance, can cost 60% to 90% less than comparable models from OpenAI and Anthropic.
- [8]
Poe Zhao, a Beijing-based analyst and founder of the newsletter Hello China Tech, told Rest of World that some of the token packages Chinese companies pushed into the consumer market are a "supply-led experiment."
- [9]
Zhao said: "Most ordinary users still encounter AI through an app or feature, without seeing a token balance."
- [10]
In June, China Merchants Bank launched a credit card targeting AI developers, offering new cardholders up to 1.8 billion tokens for use on Chinese AI startup MiniMax's models.
- [11]
Shanghai Pudong Development Bank launched a credit card for AI developers offering subsidies worth up to 3 billion tokens for Alibaba's Qwen models.
- [12]
China Mobile offered 400,000 tokens for 1 yuan in Shanghai, payable through users' phone bills.
- [13]
China Unicom introduced monthly plans ranging from 15 yuan for 6 million tokens to 45 yuan for 18 million tokens for business users.
- [14]
At Beijing's AGI Bar, customers who buy a drink and connect to the Wi-Fi get unlimited access to DeepSeek V4 Flash, run locally on an Nvidia DGX Spark workstation; the bar targets customers who are programmers and AI startup founders.
- [15]
Beijing's Jingu Yuan dumpling restaurant gives customers 10 yuan worth of computing credits after a meal, and its two stores have been handing out more than 100 vouchers a day.
- [16]
Cards on the tables at Jingu Yuan tell diners: "You're full after eating the dumplings. Go collect some tokens at the cashier so your [AI] agent can be fed with some computing power too."
- [17]
In Changsha, an upcoming 24-hour coffee shop uses a similar approach for promotion, offering customers AI tokens with their coffee.
- [18]
China Telecom's entry plan works out at 0.99 yuan per million tokens.
- [19]
Token prices have become a new front in the global AI race as U.S. and Chinese AI companies aggressively lower them to compete for wider adoption, and cheaper tokens allow Chinese businesses to experiment with packaging and marketing them to ordinary consumers.
- [20]
The reported quantities cover tokens offered and vouchers distributed; no redemption, usage-depth or retention figure for these consumer token bundles appears in the reporting.
- [21]
China Mobile's Shanghai offer works out at 2.5 yuan per million tokens.
- [22]
Both of China Unicom's business tiers work out at 2.5 yuan per million tokens, so the larger tier carries no volume discount.
- [23]
China Telecom's entry rate is about 2.5 times cheaper per token than the China Mobile and China Unicom rates.
- [24]
The China Merchants Bank and Shanghai Pudong Development Bank card allowances equal 180 and 300 times one month of China Telecom's 10 million token consumer allowance.
- [25]
At 60% to 90% cheaper, a job costing $10 on OpenAI or Anthropic models would cost $1 to $4 on comparable Chinese models.
- [26]
Daily token consumption in China grew by a factor of 5,000 between early 2024 and mid-2026.
Sources
2 independent publishers whose own reporting we read for this story.
- restofworld.orgBusinesses in China are experimenting with ways to package and market AI tokens to ordinary consumers, including as credit card rewards and telecom plan bundles
1 article · September 5, 2026
- thenextweb.comChinese banks and carriers have turned AI tokens into rewards, monthly plans and collateral
1 article · September 5, 2026
Topics and entities
Topics
- Open-Weight Model Publishing
- AI Token Pricing
- Consumer AI in China
Entities
- OpenAI
- DeepSeek
- Moonshot AI
- Alibaba
- China Telecom
- Agricultural Bank of China
- China Merchants Bank
- American Express
- Shanghai Pudong Development Bank
- Qwen
- NVIDIA DGX Spark
- China Mobile
- Anthropic
- MiniMax
- Kimi