Cloud AI Is the Worst
TLDR
If a tool is metered, you use it differently. It becomes a bad experience.
You hesitate before trying, exploring, delegating, or failing. A limit does not merely add a price.
It adds a tiny act of thinking about the cost to every action.
I’m not saying it has to be free forever. It has to be either so cheap that the cost is basically negligible, or something you pay for once and then stop thinking about. You buy the hardware. You pay a fixed monthly cost. You rent or buy a house. You do not pay for every hour of living inside it.
That is why AI should not be a meter sitting between you and your own computer.
A Cent to Delete a Folder
I spent an afternoon trying to delete two Python folders. Garbage, leftovers from old installs. But Windows being Windows, it locked them down. Whole PowerShell loop, just to nuke something that had no right to exist anymore.
Now imagine if that cost money. A cent per command. A cent per delete. A cent per "whoops, wrong folder, undo."
I paid around 0.02$ btw.
You laugh because it’s absurd. Obviously deleting a folder should be free.
But here’s the thing – I didn’t have to run those commands. I could’ve Googled them. I could’ve clicked through some forum post from 2014 where a guy in a stained hoodie explains the arcane ritual of Windows folder permissions. Or I could’ve opened a chat and said "hey, delete these for me" and had it done in seconds. I delegated. The frictionless ask was the product.
Now imagine that delegation costs money. Every "sort my files," every "find that document from last March," every "summarize this email thread" – a little tick on a meter somewhere. And the moment that meter exists, your brain starts asking a new question: "Can I figure this out myself instead?"
Or worse – making you do mental math about whether it would be worth the cost?
The moment you think that – the tool has failed. Because the meter killed the trust required to use it freely.
Now imagine the thing that’s about to become the operating system of your life is metered. You already paid for the computer. You already paid for the electricity. You already own the machine in front of you. But every useful action now costs money or demands a chunk of your time. The computer is yours, yet access to its intelligence is rented by the request.
The Pattern History Already Screamed at Us
Before we get to AI, let’s talk about everything else. Because history has been running this experiment for decades, and the results are not ambiguous.
The Stuff You Use Without Thinking
Video games. You know why you can play games today without thinking about it? Because you bought the hardware once. A GPU sits in your computer, and from that point forward, the cost is zero. You die forty times on a boss – free. You spend three hours exploring a side quest that goes nowhere – free. You leave the game running overnight because you forgot to quit – free. The entire psychological contract of gaming – immersion, exploration, ownership of a world – requires unconditional access. It only works because your brain never asks "can I afford this attempt?"
Now imagine the bad timeline. GPUs were never developed. Gaming stayed server-side. You stream every frame from a datacenter. And it costs per hour. A subscription with a ninety-minute daily cap. You come home from a hard day of work, and instead of relaxing, you’re doing math: will I finish this quest in my remaining time? Should I skip this cutscene to save minutes? This boss is going to take me twenty attempts – that’s my entire evening budget. Suddenly dying forty times isn’t gameplay. It’s a financial decision. You stop playing when the meter says stop – not when you’re satisfied, not when you’re done, not when you’ve had enough. When the credits run out. "Will I finish this raid or skip a meal tomorrow?" That’s not gaming. That’s anxiety with a controller.
Cloud gaming already exists as a niche. Most people hate it – not because the technology is bad, but because the feeling is wrong. There’s input lag, sure, but the deeper unease is that you don’t own anything. The game isn’t yours. The save file lives on their server. The subscription runs out and your world disappears. Cloud gaming is the premonition of cloud AI. Same model, same anxiety, same result. And we already rejected it for games. Why would we accept it for something bigger?
Excel was a revolution. Not "oh, that’s neat" – an actual revolution. It gave every small business, every accountant, and every person with a computer the ability to manage finances that once required expensive specialists and paper ledgers. It boosted economies. It created entire industries.
Now imagine if every save cost a cent. Every formula edit. Every quick experiment: "Let me try this calculation and see what happens."
I’m sure someone, somewhere along the way, already had this idea. So your software, supposedly essential for business, becomes pay-per-use.
You would stop experimenting. You would plan your spreadsheet like a military operation – minimum keystrokes, no exploration, no "what if I try it this way?" The value of Excel lives in frictionless thinking. The tool works because your brain never asks, "Can I afford this formula?"
At the business level, it gets worse. If Excel charged per operation, your company would set a KPI for maximum spend per accountant per month. Your accountant would stop optimizing for accuracy and start optimizing for saves per month. Those are opposite goals. The business suffers not because the accountant is bad, but because the tool punishes the behavior that produces good work.
Paper spreadsheets had the same problem: every mistake cost a rewrite, every change cost a new sheet. Excel’s undo button alone probably saved millions of hours of accountant anxiety. Pay-per-use AI is paper reborn.
Hard drives. Imagine being limited to a few gigabytes because storage is metered and expensive. Your family photos – rationed. Your documents – curated like museum exhibits. Cloud storage where you pay for files to simply exist – that’s closer to ransom than a service. Constant anxiety: will it be accessible? Will it be deleted if I forget to pay?
These are tools where the value lives in unconditional and unmetered access. The moment you introduce conditions, you corrupt the core proposition entirely. It’s not about price. It’s about psychological ownership.
The Things That Connected Us
Phone calls used to cost by the minute. Boomers and Gen X lived this – watching the clock while calling relatives, cutting conversations short, calculating whether one more story was worth the next fifteen cents.
Then unlimited minutes arrived, and families reconnected. They know exactly what metering costs emotionally, not just financially.
The same thing happened with mobile data. Remember counting the gigabytes left on your plan so you would not run out before the end of the month? Sure, it was an infrastructure bottleneck, but at this point we would absolutely not want to come back to it.
Now imagine if that anxiety were not a temporary limitation but a deliberate business model:
Email shows what unconditional access can unlock. Postal mail cost money per letter and slowed civilization down. Free, instant email made global coordination possible for anyone, not just corporations with postage budgets. Add a microtransaction to every message and you would draft emails like legal contracts, edit them to death, and send half as many. Global collaboration would have stayed a Fortune 500 privilege.
The Things That Made Us Smarter
Google Search. One cent per search. You’d stop the curious rabbit holes – no more "wait let me just check quickly." You’d only search when you needed to. And humanity would collectively become less informed, less curious, less innovative. Knowledge democratization dies behind a paywall. Not because it’s expensive – a cent is nothing – but because the act of counting kills the impulse to learn.
Wikipedia. Free unconditional access to human knowledge means students in developing countries learn the same things as Harvard kids. Put a meter on it and that equalizing superpower evaporates instantly. Wikipedia rabbit holes at 2am are basically a millennial personality trait – and that trait dies the moment curiosity has a price tag.
Calculators. Scientists used to rent time on mainframe calculators. They’d batch their work carefully because time cost money. The pocket calculator making it free and personal? Entire engineering fields accelerated overnight.
Napster, early YouTube – free access exploded music discovery and independent creators. Artists nobody would have risked buying an album for became global icons purely through free access. Metered music means only mainstream survives. Metered video means every tutorial, every niche hobby community, every person who learned to code or cook or fix their car from YouTube – never happens.
The One That Hits Everyone
The road and highway system. Imagine if every kilometer was toll-based.
Small businesses couldn’t deliver. Families couldn’t visit each other freely. Economies couldn’t move goods efficiently. The physical unconditional infrastructure is exactly what made modern civilization possible.
Yeah, sure, there is gas, which fits the same pattern of pay-per-use.
But it has a serious physical limitation: the stuff literally has to burn. There is no magical device you can install once that generates the gas for you, haha.
Some countries where fuel is subsidized are very lucky that they have a bottle of water that is more expensive than 15 liters of gas, so they do not think about it much.
But we already have an alternative. Imagine if today’s car batteries were so awesome that they could hold 50 times the charge they currently do.
One night of charging and you could forget about gas and the meter for an entire month.
Combined with electricity that used to be cheap, imagine how much freedom of transportation you would get. It would never be a question of whether you take a car or walk, because you would not need to think about any cost at all. It would be so practically cheap that you would not think about it.
Surely, yeah, we would come to some limit, because the roads are still physically limited in space. But you get the point.
Here’s the pattern. Two arcs of civilization, running side by side for decades:
- Metered → only the wealthy or desperate use it → slow adoption → slow civilization.
- Flat, owned, unlimited → everyone uses it carelessly and freely → explosive creativity → fast civilization.
Every single transformative technology followed the second arc. And every single one would have died on the first.
Why Metering Breaks the Thing Itself
Okay, so the pattern is clear. But why? What is it about a meter that doesn’t just annoy people but actually destroys the product?
The Anxiety Tax
The mental overhead of counting corrupts the mental freedom required for the tool to work.
When you use something unconditional – Excel, Google, your phone – your brain is in a state of free exploration. You try things. You iterate. You delete and redo. You go down rabbit holes. The absence of cost is not a perk. It is the operating condition.
The moment there is a meter, your brain switches modes. You start asking, "Can I afford this?" before every action. The magic dies – not necessarily because you are broke, but because you are counting. The cognitive overhead kills the product. The tool works best when you do not have to think about the tool.
Limits can sometimes be liberating when you choose them. A timer can help you focus. A budget can make you deliberate. But a compulsory meter is different. It does not create focus. It makes every action carry a second question: is this worth paying for?
Do you think each time you use a kettle? A washing machine? That it would cost you around 5 cents. And maybe a couple of cents for the water.
So why would you think about it using your computer?
Trial and Error Is Criminalized
Any skilled work is fundamentally iterative. You try, fail, adjust, redo. That is the process. Writing, coding, designing, analyzing – none of it goes linear from idea to result. It zigzags through mistakes.
Metering doesn’t just make this expensive. It criminalizes the learning process. Every failure has a price tag. Every dead end you explore costs something. So you stop exploring. You take the safe path. You don’t learn.
Back to the accountant example – they stop optimizing for accuracy and start optimizing for cost-per-operation. Those are opposite goals. The business gets worse results not because the accountant got worse, but because the tool punished the very behavior that produces good work.
This is what the old paper world was like – every mistake cost a rewrite, every change cost a new sheet. Digital tools freed us from that. Pay-per-use AI puts it back.
You may say that the tool still gets the job done. But not everyone measures value in finished output alone. An artist may want to create a hundred images and keep only one. An engineer may want to run a dozen simulations before trusting a design. Exploration is an essential component of intellectual work.
I remember a picture where you could see architects and engineers working around massive tables, with all the schematics drawn by hand. One fuck-up and they had to remake the whole thing.
Now, when everything is digital, we can iterate, change an experiment, and run simulations as much as we want.
And this is where the economic argument gets even stronger. When something becomes cheap enough that you stop thinking about the price, you do not just spend less money on the same amount of usage. You use it more.
Hiii Jevons paradox. "When a resource becomes more efficient or cheaper to use, total consumption can go up because people find more things to do with it."
The lower cost unlocks demand that was already there but suppressed.
That is what happens when you own the hardware or pay a fixed cost. You stop rationing your actions. You run another experiment. You try the second approach. You leave something running in the background. You use a slot for one task and another slot for something else instead of asking which one is worth the money.
The result is not merely that AI costs less. You get more usage, more experimentation, more output, and more economic benefit from the same tool.
New ideas you did not think about before. A lof of "What Ifs" that would have cost you a dinner before.
You improve your life more because the tool is used more. The whole point of making transformative technology cheap is not to make people buy fewer queries. It is to make them stop counting.
The Learning Curve Becomes a Financial Cliff
Computers are already complex and intimidating. Most people are not power users. The only reason normal people eventually got comfortable with computers is because mistakes were free. You clicked random things. You broke stuff. You undid it. You tried again. All at zero cost. That free recklessness is the education.
Now put a meter on that process. The normie never becomes comfortable. The boomer never figures it out. The kid never gets curious. You permanently cap human ability to grow into the tool – not because the tool is hard, but because the learning has a price tag.
Around once a week, some tool breaks. An update lands, a package changes, or something that used to work simply stops working. Typical software developer shit. We have been doing it for years.
Often it has nothing to do with the work itself. It is the prerequisite for the work: keeping the system running, the package manager functional, and the software in the right places. Each time, I have to sit down and repair it.
And each damn time I have to sit and repair it. I see the bill. Half a buck. One buck.
When I set something up and decide I do not like it, I have to weigh the cost of changing my mind.
Maybe I already spent two dollars configuring the app. That is another sandwich I am not eating today. The price does not just charge me for the work. It makes me reluctant to reconsider.
Lol imagine if I had to pay to rearrange the furniture in my house? Same.
Most people still don’t know how to really use it. They’re trying weird prompts, getting bad outputs, asking dumb questions, experimenting freely. That’s how you learn a new tool. Meter that process and you don’t just limit access – you limit mastery.
The Double-Loss of Skill Atrophy
Here’s the part nobody talks about. When you delegate to AI, your own skills atrophy. You forget how to navigate computers, how to type commands, how to solve problems manually. That’s fine – as long as the AI is there. Delegation is the point.
But if the AI is cloud-based and metered – and your credits run out, or the price hikes, or the service changes terms, or you can’t afford it this month – you’ve lost both. The tool is gone, and the skills you let atrophy are gone too. You’re worse off than before you started.
Imagine you stop learning how to type commands because the AI handles everything, and then one day you hit your monthly limit. You can’t code, you can’t navigate, you can’t delegate – and the skills you delegated to are also inaccessible.
I’m not saying that it is any kind of bad – a natural process as calculators replaced mental math.
We were not supposed to do all this bullshit in the first place, spending so much effort to make the computers do whatever we want.
But still, if there is a payment condition for that, then you have a risk that computers are no longer under your control because you forgot to pay.
Now imagine a normie doing all of this. Someone who just wants to use their computer. They don’t want to manage API keys. They don’t want to check credit balances. They don’t want to think about rate limits. They want what every other transformative technology gave them: download something, run it, never think about it again.
That’s what Excel was. That’s what Google was. That’s what phones became. You acquire the thing once – hardware, software, whatever – and then it’s yours. Unlimited use. No fuel gauge on your device.
Venture Anxiety
Send your code to an AI and say, "Optimize this. Work on it for two days. Find the best solution." On your local GPU, you let it run. There is no guarantee of a useful result, but there is no anxiety either. You wake up, check what it found, and move on.
At worst, you spend a little more on electricity that day – about as much as you would spend playing a game all day.
Now do the same on a metered cloud. Or a subscription.
You’re watching credits tick down for 48 hours with no guarantee of output. You might burn your monthly budget and get nothing. How many people never even attempt the ambitious run? How many breakthroughs never happen because the bet was too scary?
Venture anxiety does not just limit usage. It specifically punishes ambition. And ambition is exactly what transformative tools are supposed to enable.
The Answer Is Not Per-Use Metering
There is an alternative. It’s not theoretical. It already works.
Fixed-cost hardware. You buy a gaming PC once, and then you play on it for five years before you reconsider. If you need more power, you upgrade. If you need to rent more power temporarily or long term, you do that too. But all of it reduces the thinking about the constant cost of each use.
You buy the house, or you rent it. You pay once upfront, or you pay a fixed amount every month. You do not pay for every hour of living in it. You do not think, "What did this hour of sleeping cost me?" You pay for the access and then stop thinking about it.
The same should be true for AI. It does not have to be free forever. The infrastructure should become a commodity so cheap that the cost is basically negligible – like a coffee cup you drink daily. Or you should be able to pay for the hardware once, or pay a fixed monthly cost, and use it without thinking about the meter.
Pay-per-use should be the niche option, only when you need something really small or really bulky. The normal experience should be: pay for the capacity, then use it however you want.
The anxiety tax cancels the quality gain. You might get better outputs from the cloud model, but if you use it half as often – if you self-censor half your queries because you are watching the meter – you are getting less value.
For example, I could have much better memory across all my chats. The system could run additional calls in the background, connect old context, and make its responses more personal. That might improve my quality of life. But I leave the feature unused because I do not want the bill to grow even more. A capability that exists but is too expensive to invoke is not really available to me.
Roads for the Mind
Every transformative technology eventually became hardware. Phones stopped being metered by the minute and became devices you own. Storage stopped being rented by the megabyte and became drives you buy. Compute stopped being mainframe time you book and became processors on your desk. The arc is always the same: metered service → affordable hardware → unconditional use → civilization accelerates.
Soon – sooner than you think – AI is going to touch everything. You’ll use it to process information, to manage emails, to organize meetings, to consume content, to make business decisions, to create things, to help you enjoy almost anything. It won’t be a tool you open occasionally. It will be the layer between you and everything digital. In a very real sense, it will become the operating system of your life.
Now imagine that operating system is pay-to-use.
Would you use it freely? Would you experiment, explore, delegate, learn? Or would you live in constant anxiety of the bill counting up – rationing your own curiosity, optimizing your life for cost-per-query, deciding which thoughts are worth the meter tick?
Remember the roads? The availability and cost of transportation reshaped economies and raised the general quality of life. We already know which version of the future we want. We have been living in it for decades.
The question is whether we have the clarity to demand that version for AI too – before the meters get installed and we forget they were ever optional.
Omg, How to Live With It
This is a weird age where compute is now more closely tied to capability.
Before, regardless of whether you had a very expensive computer or a medium one, you could still write the same program that produced the same economic benefit.
Just having a lot of servers and mainframes did not make you magically rich if you did not have the software to utilize them and provide value.
But now it’s different. Now it’s all in shortage.
The best you can do here is demand that the focus shift from these big, scaly data centers toward more hardware for the people. Or at least toward providers who understand the normal practice of renting: you pay a fixed cost, then you stop thinking about the meter.
We already live, and continue to live, in a world where basic infrastructure is pay-per-use. Some of these costs are unavoidable, like electricity. It can be very cheap, but never zero. Water has to be paid for, either through a fixed cost or with an actual meter. The glass in your tank does not appear magically somehow.
But all of those costs are based on real physics.
The computer chip has only one physical input: electricity. Everything else, including the extra costs around it, is the cost of manufacture. The goal is not to pretend that infrastructure costs nothing. The goal is to make the cost so cheap, or so fixed, that ordinary use does not feel like a financial decision.
We already accepted that games should be played locally. Otherwise, it becomes a nightmare, full of anxiety and not something you would enjoy. Even if cloud gaming were cheaper – say, twenty bucks a month instead of buying a thousand-dollar device once – you would still buy the more expensive one because, once you have it, you no longer think about the subscription or the constant cost. You know you do not need to think about it for a couple of years.
Very similar concepts apply to a house, a car, and almost any other property.
Yep, currently we are stuck because the industry is young and unable to catch up quickly. But if we value liberty and freedom from this constant pay-per-use anxiety, we should demand more accessible hardware and fixed-cost access.
That is the whole demand. Do not accept the stupid pay-per-use bullshit as the default for transformative technology.
Do not let it become another rent point where you have to ask whether one more use is worth the money.