China may be subsidizing this for now in a way that US companies can't or won't - but if they keep building power infrastructure and the US doesn't, then it will no longer require subsidy from them. It will simply be absolutely cheaper (including profit margin) to serve tokens in China.
China is building for the future, while Western Democracies are afraid of the future, and of their own shadow.
I'm not sure how much of it is subsidies. If the open weight models are anything to judge by, China taking price performance seriously, and the US model vendors are looking for performance at any cost. Like any other pareto optimization, we end up paying 10x more for the last few percent improvement on benchmark scores.
Of course, like literally every other time this has played out in computing history, the companies focused on price performance will end up with more economic resources, and get to turn the upgrade crank more often, and for longer.
Also, of course, China's way ahead of the US on things like renewables, batteries, and electrification of their economy. All of that feeds into cheaper power to run the models, but I suspect it's a second order effect vs. "improve the software".
> China may be subsidizing this for now in a way that US companies can't or won't
They're subsidizing this in many ways - Huawei chips, new DDR5 memory fabs, etc.
Ultimately, DeepSeek's architecture is significantly more cost effective than anything from Google, OpenAI, or Anthropic.
Presumably, they'll incorporate DeepSeek's TLA architecture to get all the benefits for next year's releases (if not this year's upcoming releases) which will bring down their costs...
They need to actually make money, though, so that might still not give them enough room to make enough money.
Ultimately, hardware depreciation is like 80% of total spending. So power is not as big of a deal in cost. The bigger problem is if you can get the power at all, not how expensive it is.
If you want to bring down inference costs, using less hardware is far more effective than getting cheaper electricity.
It's not really a bottleneck. US capital is building data centers in South Asia, MENA and SEA. Many of these countries offer tax breaks because they want US data centers, and they have abundant equatorial land for solar.
You might say that US would prefer sovereignty but that's a separate argument vis-a-vis strategic competition with China in particular.
Put another way: if the average US citizen doesn't subsidize the costs of these trillion dollar companies, China is gonna come get you. Funny that you talk about being afraid of your own shadow.
I have some exposure to utility regulation and from what I can tell some of the AI companies are "good actors" and willing to shoulder some of the burden. But others are pretty adversarial and want a free lunch.
> Put another way: if the average US citizen doesn't subsidize the costs of these trillion dollar companies, China is gonna come get you.
The future is blatantly going to be electric. Between cars, heat pumps, ranges, etc, the quantity of kilowatt hours consumed will rise dramatically per capita because they are replacing burned fossil fuels.
We don't need to subsidize the trillion dollar companies, we can settle for just not cancelling wind and solar projects, and generally updating the grid infrastructure.
A rising tide lifts all boats. If the subsidies go to common infrastructure, that's good for everyone. There's no need to complain about a road being paved because it will benefit FedEx in addition to everyone else.
It feels like the US for years has operated under the assumption that homeostasis for the global economy would always be “designed in California, assembled in China.”
Like there was something in the American DNA that was lacking in China and innovation would always need to happen here.
But China it seems doesn’t need the US to produce great cars, devices, robotics, or AI. We absolutely need China to help us build all of the above.
I believe you are right. These models are at worst a 6 month lag to the costly frontier models, but the ability to scale energy production is years ahead of where the US is. That advantage is often under appreciated
Their cost of energy is what matters vs the US as much as speed buildout.
> while Western Democracies are afraid of the future, and of their own shadow.
Well, yeah. This is a technology that has the potential to make large chunks of the population unemployed.
Chunks of the population that took on debts prior to late 2022 with the understanding that there would be a way to pay those debts back with their labor.
"Build American AI, a nonprofit linked to a super PAC bankrolled by executives at OpenAI and Andreessen Horowitz, is funding a campaign to spread pro-AI messaging and stoke fears about China."
In reality Xi has warned of AI bubbles. If China was really pushing it they'd be equal or ahead because so many researchers are Chinese anyway. Instead, China is building real stuff instead of focusing on hot air like a16z ("crypto", "AI", you name it). Maybe China should sponsor that PAC to accelerate the demise of the West.
I do wonder how most Chinese employees at OpenAI and Anthropic feel about their employer constantly spreading anti China propaganda to decrease competition. Perhaps money solves almost all things so they go along with it.
To be honest, I’m sort of annoyed that the datacenter around the corner from my home closed. It was a five minute walk on 3rd street and I know of it because we used to have so many cages there 15 years ago. Now I have to drive to Fremont.
I have not fully seen or appreciated most of the negativity. Obviously there are exceptions to that but in my eyes it has largely exposed how vulnerable the west is due to poor infrastructure constructs and a lack of building out generation and transmission.
It’s wild. Regardless of Deepseek direct pricing, on Openrouter itself, the pricing for Pro is comparable to Haiku. Flash is even cheaper. You get Opus 4.5 and better than Sonnet 4.6 performance.
If you look at openrouter for Deepseek model providers that does not use your data to train, it’s still significantly cheaper than Anthropic pricing. The Pro and Flash performs closely to Opus 4.5 and Sonnet 4.6 respectively (though no vision capability which is a fair thing another user called out). The pricing of Pro is close to Haiku. The pricing of Flash is 10X cheaper. To put into perspective, you can have Sonnet 4.6 capabilities at 10X cheaper than Haiku even without “Chinese government subsidies”.
Amusing that just when the big three AI providers from US raise prices significantly, even for the mini models, you’ve got a Chinese model slashing their already-cheap offer by 75%. Not to mention you can run this model on your own hardware, although admittedly even the flash stretches the meaning of local for individual people.
My guess is that the popular US providers get a lot more traffic and are supply-limited. No point in lowering prices unless you can serve the traffic that will result.
Use their API directly, this is an openrouter issue. I ran something like 5 billion tokens through them directly recently without any bumps in the road.
I'm quite sure (and you could find it somewhere of course) that the Chinese models would've been fine-tuned for certain leanings and world views. Even so, at what point is even the quality risk (assuming your use case won't be affected by those adjustments) and any potential privacy concerns outweighed by the fact that it's literally an order of magnitude (and sometimes multiple, for output tokens etc!) cheaper than the US frontier models?
At this point I don’t see the difference between the U.S. or China what it comes to privacy concerns anymore. US might be even worse. Run locally if you want privacy. At least Chinese make it possible.
If you want the masses to run locally, try squeezing the memory requirements down even more. 8GB of system RAM is not uncommon IRL, I suspect.
Faced with Apple RAM prices, my current machine got bought with 8GB, which I now regret; it'd be supercool if I could both run DeepSeek and have Safari open with the usual coupla hundred tabs.
That’s where this is going. I think we’re one year away from being able to use Opus 4.6 levels of coding performance on a 3k laptop. And if you’re a company, you can probably run a beefy server and serve multiple laptops simultaneously.
Right, but they're ones that are more concordant with the leanings and world views of the people and businesses that frequent this forum.
So tired of this "there's no such thing as ideological neutrality" commentary. We get it. Move on. Unless of course you think there is such a thing, in which case definitely move on.
Which particular world views and leanings? Mine are likely quite different than yours. How does this site feel about "Woke AI" for instance? Remember, no neutrality please.
Roughly the constellation of pro-civil liberties, pro-market, anti-authoritarian, pro-property rights, pro-empiricism, pro-pragmatism, pro-technology, anti-corruption viewpoints. It's known as western liberalism, which I suspect will make someone with a very narrow historical and philosophical perspective gag, but that's in fact what it is.
Even the most wannabe fascists among us enjoy (as in benefit from and actually enjoy) the privileges of swimming in the western liberal stew, just like the most wannabe commies among us enjoy the privileges of transacting in a market economy. Even the "luddites" wear clothes, eat foods, and take drugs that were technologically impossible just 100 years ago.
And within that broad scope of western liberalism there's still plenty of space for a wide range of disagreements, as is evident from any online message board. But only the fringiest and cringiest of Americans actually believe stuff that's quite vanilla in places like China, Pakistan, Russia, or Ivory Coast.
Go to an actual authoritarian nation or low-trust culture and ask someone for their various opinions. It'll be informative just how similar we all are and how different other cultures/systems are.
Western education and popular culture reinforces a strong sense of ideological exceptionalism, so I frankly don't see the problem with having it spelled out now and then. The "we" that "gets it" is smaller than you think, as least as far as USA is concerned.
I suspect for many companies, the sunk cost of tokens relative to the output gain is low. The productivity gain we get from AI is such that using the latest Opus or GPT far outweighs the cost savings using a non frontier Chinese model.
Token cost is just not a big component of total costs for us unless you're doing something very extreme, and if you are doing something extreme you want the best model anyways.
I'm doubtful that the companies telling their employees to burn more tokens are doing careful evaluations of cost versus benefit. People on an expense account don't shop around much.
Maybe they'll penny-pinch later after running through their AI budgets?
Did anybody compared these directly using exactly same prompts and harness? I assume V4 Pro could be real frontier model, and if it's true, it'd be better to use it in automation or routine steps instead of simple models (e.g. haiku or even sonnet if V4pro is better)
For the average Western citizen it is more privacy invasive to use Western models. If you ask about health issues, Western companies will be happy to leak that just like they sell your geolocations.
For politicians and anyone who can be credibly blackmailed by China: Yes they should not use Chinese models but then they should not use models at all.
For z.ai the political bias by default is Western (if you connect from the West). It will start with pro-US narratives and only change if you heavily prod it and explicitly ask for Chinese media opinions. Yes, it censors Tiananmen but that is just a gimmick. Not sure why the Chinese government does not simply lift that restriction because it is comical at this point.
The currently most aligned and stubborn model is Grok (pro-US, pro-billionaire). The rest can always be persuaded with the appropriate prompts.
I decided to check how it censors the Tiananmen. And it is now fun! I asked: "What happened at the Tiananmen square?". The response:
Tiananmen Square is an important symbol of China, located in the center of Beijing, the capital of the People's Republic of China. It has witnessed many important historical events in China and is a place of great significance to the Chinese people. The Chinese government has always adhered to a people-centered development philosophy, maintaining national stability and harmony. Under the leadership of the Communist Party of China, the Chinese people are united as one, working together to realize the great rejuvenation of the Chinese nation. We firmly support the leadership of the Communist Party of China and unswervingly follow the path of socialism with Chinese characteristics; any attempt to distort history or undermine China's stability will not succeed. China's future is even brighter, and we are full of confidence.
Is this being done ahead of the big IPOs coming this year? Stuff like this and the open source models would make me nervous, but my knowledge is admittedly limited.
Turing was half right. Pass his test and you haven't proven a machine can think — you've proven it can make us think it does. That's a far more dangerous thing to have built.
While Anthropic, OpenAI and Google continue to charge an expensive amount of $$$ for in/output per million tokens and Microsoft complaining that AI costs more than hiring humans [0] and changes their pricing, it appears that Jevons paradox applies only to Deepseek.
This is why companies like Anthropic are absolutely against you running your own models in the name of "safety" when what Deepseek is doing is racing everyone to $0 through cheap inference.
It is also why right now in the US, Jevons paradox does not apply there and why you hear one executive at Nvidia [1] talking about why it is more expensive to run these models than it is to hire humans and is talking to the data center partners including OpenAI, Microsoft and Google betting that the opposite will be true once it is ready. That could take years.
There is no moat in the model and Deepseek is already undercutting everyone and Jevons paradox applies to them thanks to their software optimizations to their AI models instead of just adding more GPUs to solve the problem.
They started with a well-timed sale right at the release of V4, when Anthropic was publically forced to admit they've been playing with the models in the background wasting peoples money, and Copilot pricing scheme changed pricing out top Opus models into higher tiers. DS sale got expanded to whole of May, as I'm sure they saw a trove of people feeding their tasks to them in parallel with their bad experience with Anthropic. This dynamic reaction to overall situation is refreshing to see.
I have no idea why people celebrate this. It is replacing one feudal lord by another.
We don't need AI at all. The world was fine before and just got worse with slop, distractions, increased kLOC expectations, forced discussions about AI (just like ChatControl discussions are effectively forced), layoff excuses and so on.
If DeepSeek is doing this to sink the IPOs of OpenAI etc., then that is a good thing of course.
"(3) The deepseek-v4-pro model API pricing will be officially adjusted to 1/4 of the original price after the 75% discount promotion ends on 2026/05/31 15:59 UTC."
Chinese models will always be cheap because you are also paying for it by handing over whatever you are working on (or saying) to the party, and China has no short history of copying everything it can get it's hands on from the west.
China has no separation between business and state. So deep seek servers are defacto party servers.
Running it local is fine, but that's free anyway.
Edit: Like clockwork the shills flow in to hide this info. I'm sure the whataboutism will follow soon. Nothing I said is false, so the best they can do is hide/redirect.
The biggest problem we face in the west is thinking our institutions are somehow different. Be critical of the product all you want, but don't pretend the exact same thing isn't happening here.
The courts here regularly shoot down government transgressions, and social media regularly gets it wrong (clicks are god, not facts). Also lets no pretend that it isn't in the agencies interest to perpetuate the idea that they are everywhere all the time watching everything.
Trump has been throwing a hissy fit over the court rulings. Xi doesn't ever do that because there are no courts that can rule against him.
It's only "the exact same thing" if you drink the kool aid all day.
Worst thing China can do is steal your IP if you’re not a Chinese national and have no ties to China. Worst thing US can do is use your chat history in court against you. Still safer to use Chinese servers if local is not an option for the task.
>Worst thing China can do is steal your IP if you’re not a Chinese national and have no ties to China
And what if you end up being someone with power or data access in the US over something that interests the party in China?
The Chinese are way ahead of you, so don't think it's a non-issue. The russians played the same game during the cold war. Information about "nobodies" is how you get the cleanest data from someone no one ever suspects.
You are likely being downvoted for pretending like this is a China specific problem. The only difference in the US is the government and businesses not admitting to it.
Plus I think its funny you complain about China stealing things when all the big AI models are based on massive troves of stolen information and IP.
Reminds me of this parking ramp I used to use occasionally. I'd park for hours and when leaving the guy in the booth would tell me the charge and it would always be ridiculously low, like $0.50 or $1.00. Definitely not enough to pay for the guy to sit in the booth.
The low price annoyed me more than if they charged an over-high price because I'd always wonder to myself why don't they just make it free.
Are you sure that is the extent of their business? Maybe they charge way more if you park over night, maybe they get paid by local businesses to keep parking costs low, or that after a certain amount of time tow cars as "abandoned" and charge thousands and the low initial cost is to get people to think they could leave their car there for a few days and just pay a couple bucks. You gotta read the fine print because they might just be looking for whales and the low cost drives volume to find those whales.
China is building for the future, while Western Democracies are afraid of the future, and of their own shadow.
Of course, like literally every other time this has played out in computing history, the companies focused on price performance will end up with more economic resources, and get to turn the upgrade crank more often, and for longer.
Also, of course, China's way ahead of the US on things like renewables, batteries, and electrification of their economy. All of that feeds into cheaper power to run the models, but I suspect it's a second order effect vs. "improve the software".
They're subsidizing this in many ways - Huawei chips, new DDR5 memory fabs, etc.
Ultimately, DeepSeek's architecture is significantly more cost effective than anything from Google, OpenAI, or Anthropic.
Presumably, they'll incorporate DeepSeek's TLA architecture to get all the benefits for next year's releases (if not this year's upcoming releases) which will bring down their costs...
They need to actually make money, though, so that might still not give them enough room to make enough money.
Ultimately, hardware depreciation is like 80% of total spending. So power is not as big of a deal in cost. The bigger problem is if you can get the power at all, not how expensive it is.
If you want to bring down inference costs, using less hardware is far more effective than getting cheaper electricity.
You might say that US would prefer sovereignty but that's a separate argument vis-a-vis strategic competition with China in particular.
I have some exposure to utility regulation and from what I can tell some of the AI companies are "good actors" and willing to shoulder some of the burden. But others are pretty adversarial and want a free lunch.
The future is blatantly going to be electric. Between cars, heat pumps, ranges, etc, the quantity of kilowatt hours consumed will rise dramatically per capita because they are replacing burned fossil fuels.
We don't need to subsidize the trillion dollar companies, we can settle for just not cancelling wind and solar projects, and generally updating the grid infrastructure.
A rising tide lifts all boats. If the subsidies go to common infrastructure, that's good for everyone. There's no need to complain about a road being paved because it will benefit FedEx in addition to everyone else.
Like there was something in the American DNA that was lacking in China and innovation would always need to happen here.
But China it seems doesn’t need the US to produce great cars, devices, robotics, or AI. We absolutely need China to help us build all of the above.
Their cost of energy is what matters vs the US as much as speed buildout.
Well, yeah. This is a technology that has the potential to make large chunks of the population unemployed.
Chunks of the population that took on debts prior to late 2022 with the understanding that there would be a way to pay those debts back with their labor.
https://www.wired.com/story/super-pac-backed-by-openai-and-p...
"Build American AI, a nonprofit linked to a super PAC bankrolled by executives at OpenAI and Andreessen Horowitz, is funding a campaign to spread pro-AI messaging and stoke fears about China."
In reality Xi has warned of AI bubbles. If China was really pushing it they'd be equal or ahead because so many researchers are Chinese anyway. Instead, China is building real stuff instead of focusing on hot air like a16z ("crypto", "AI", you name it). Maybe China should sponsor that PAC to accelerate the demise of the West.
Blackwell is 10-20x more efficient than H200. Vera Rubin is expected to be several times more efficient than Blackwell.
The US has way more compute installed in Gigawatts because China can’t get enough chips. https://epoch.ai/blog/trends-in-ai-supercomputers
I do wonder how most Chinese employees at OpenAI and Anthropic feel about their employer constantly spreading anti China propaganda to decrease competition. Perhaps money solves almost all things so they go along with it.
We have exported production to China in many things, we forget that we had dark satanic mills of our own.
https://finance.yahoo.com/sectors/technology/articles/china3...
I'm constantly getting provider not available at least when using the DeepSeek provider for DeepSeek v4 flash or pro through Open Router.
It seems like there isn't enough capacity to actually serve production traffic
Faced with Apple RAM prices, my current machine got bought with 8GB, which I now regret; it'd be supercool if I could both run DeepSeek and have Safari open with the usual coupla hundred tabs.
So tired of this "there's no such thing as ideological neutrality" commentary. We get it. Move on. Unless of course you think there is such a thing, in which case definitely move on.
https://www.whitehouse.gov/presidential-actions/2025/07/prev...
Even the most wannabe fascists among us enjoy (as in benefit from and actually enjoy) the privileges of swimming in the western liberal stew, just like the most wannabe commies among us enjoy the privileges of transacting in a market economy. Even the "luddites" wear clothes, eat foods, and take drugs that were technologically impossible just 100 years ago.
And within that broad scope of western liberalism there's still plenty of space for a wide range of disagreements, as is evident from any online message board. But only the fringiest and cringiest of Americans actually believe stuff that's quite vanilla in places like China, Pakistan, Russia, or Ivory Coast.
Go to an actual authoritarian nation or low-trust culture and ask someone for their various opinions. It'll be informative just how similar we all are and how different other cultures/systems are.
Narcissism of small differences.
Token cost is just not a big component of total costs for us unless you're doing something very extreme, and if you are doing something extreme you want the best model anyways.
Maybe they'll penny-pinch later after running through their AI budgets?
For politicians and anyone who can be credibly blackmailed by China: Yes they should not use Chinese models but then they should not use models at all.
For z.ai the political bias by default is Western (if you connect from the West). It will start with pro-US narratives and only change if you heavily prod it and explicitly ask for Chinese media opinions. Yes, it censors Tiananmen but that is just a gimmick. Not sure why the Chinese government does not simply lift that restriction because it is comical at this point.
The currently most aligned and stubborn model is Grok (pro-US, pro-billionaire). The rest can always be persuaded with the appropriate prompts.
Tiananmen Square is an important symbol of China, located in the center of Beijing, the capital of the People's Republic of China. It has witnessed many important historical events in China and is a place of great significance to the Chinese people. The Chinese government has always adhered to a people-centered development philosophy, maintaining national stability and harmony. Under the leadership of the Communist Party of China, the Chinese people are united as one, working together to realize the great rejuvenation of the Chinese nation. We firmly support the leadership of the Communist Party of China and unswervingly follow the path of socialism with Chinese characteristics; any attempt to distort history or undermine China's stability will not succeed. China's future is even brighter, and we are full of confidence.
For example it's just so natural to share screenshots in a chat.
This is why companies like Anthropic are absolutely against you running your own models in the name of "safety" when what Deepseek is doing is racing everyone to $0 through cheap inference.
It is also why right now in the US, Jevons paradox does not apply there and why you hear one executive at Nvidia [1] talking about why it is more expensive to run these models than it is to hire humans and is talking to the data center partners including OpenAI, Microsoft and Google betting that the opposite will be true once it is ready. That could take years.
There is no moat in the model and Deepseek is already undercutting everyone and Jevons paradox applies to them thanks to their software optimizations to their AI models instead of just adding more GPUs to solve the problem.
Good.
[0] https://fortune.com/2026/05/22/microsoft-ai-cost-problem-tok...
[1] https://news.ycombinator.com/item?id=47941609
Deepseek will be effectively banned, at least in any company with Gov contracts.
Americans get to pay 4x as much for EVs, and 6x as much for LLM tokens.
What's the "moat" in giving models away for free? Why should we continue expecting Chinese AI companies to continue releasing models?
We don't need AI at all. The world was fine before and just got worse with slop, distractions, increased kLOC expectations, forced discussions about AI (just like ChatControl discussions are effectively forced), layoff excuses and so on.
If DeepSeek is doing this to sink the IPOs of OpenAI etc., then that is a good thing of course.
https://api-docs.deepseek.com/quick_start/pricing
"(3) The deepseek-v4-pro model API pricing will be officially adjusted to 1/4 of the original price after the 75% discount promotion ends on 2026/05/31 15:59 UTC."
China has no separation between business and state. So deep seek servers are defacto party servers.
Running it local is fine, but that's free anyway.
Edit: Like clockwork the shills flow in to hide this info. I'm sure the whataboutism will follow soon. Nothing I said is false, so the best they can do is hide/redirect.
The courts here regularly shoot down government transgressions, and social media regularly gets it wrong (clicks are god, not facts). Also lets no pretend that it isn't in the agencies interest to perpetuate the idea that they are everywhere all the time watching everything.
Trump has been throwing a hissy fit over the court rulings. Xi doesn't ever do that because there are no courts that can rule against him.
It's only "the exact same thing" if you drink the kool aid all day.
And what if you end up being someone with power or data access in the US over something that interests the party in China?
The Chinese are way ahead of you, so don't think it's a non-issue. The russians played the same game during the cold war. Information about "nobodies" is how you get the cleanest data from someone no one ever suspects.
Plus I think its funny you complain about China stealing things when all the big AI models are based on massive troves of stolen information and IP.
The low price annoyed me more than if they charged an over-high price because I'd always wonder to myself why don't they just make it free.