Chi: Vals consumed $1.5M in model tokens in one month, 10x salaries
“In that month we spent roughly 1.5 million dollars worth of tokens. This is free, by the way. I, no, I don't want to but it was actually 10 X more we were spending in tokens than employee salary for that month.”
Grèze: Measuring AI customer success by token consumption causes churn
“It's a dangerous way to think about it, because if you think about it as like, they use more tokens every month that's successful. What if they're using the tokens in a way where the ROI is less clear to them? Meaning they don't realize that they're using toke…”
Weitzman: Speechify will fire employees who waste tokens unnecessarily
“We will let people go if they just go
Bananas with something for no reason.”
Top a16z AI Startups Spend 10% of Human Compensation on Tokens
“Across the A-sixteen Z portfolio... Best companies spending on tokens per month relative to human compensation... High single digits, some at 10%, like some of the very AI native ones, like 10% plus. And so, you know, and then old economy companies are spendin…”
Atreides Management's Internal AI Token Spend Grew 100x in Five Months
“At Atreides, our internal token consumption has gone up a hundred X from the month of March, March through August, 100 X. Yeah. Our token spend.”
Reyes: AI pricing should be evaluated per outcome, not input tokens
“When you're thinking about price, you should not be thinking about the inputs to the price. You should be thinking about the outputs. So I think about the price of the outcome.”
Ehrlich says the era of token-maxing is over as costs mount
“And we're not in the time of token maxing anymore. You know, trying to go to actually getting value for every token that we have, because it becomes more and more and more and more and more and more and more expensive.”
Movva: Reducing Costs Tenfold Creates a New Product Category
“We think that whenever you make something 10 times cheaper, it's a new product category, and we aspire to do that for tokens.”
Movva: Tokens are not the final unit of work or intelligence
“I don't think tokens are the final unit of work or intelligence, but they are what we use today, and so it's very straightforward.”
Howell: Cap AI Agent Status Reports at Five Lines to Save Tokens
“I think that you just five lines is all you need more than that. It's you're just going to be burning tokens in context.”
Kedrosky: AI Token Prices Fall 70-80% YoY on Constant Performance
“And these tokens are among the most rapidly depreciating assets we've ever seen in a modern economy, that they've continually been falling 70 to 80% year over year on a constant performance basis for at least the last four years.”
Gil: The 'death of SaaS' narrative is overstated due to token budgeting
“That's why I think the death of SAS is a little bit overstated because why would you use tokens on a bunch of SAS stuff that you're not actually paying that much for per year relative to the outcome of those same tokens being invested against a core product or…”
Wang: Agentic loops using 1,000,000x more tokens are AI's biggest opportunity
“I mean, I think there's still just, like, astronomical opportunity in agentic looping, and figuring out how you develop systems that enable you to spend, like, 1000 X more or one million X more on tokens to drive an outcome in a continuous feedback loop.”
Carson spent $20,000 on AI tokens in a single month
“So last month I spent probably 20 grand in, in tokens. Which is just too much. Like, it's not viable.”
Carson: AI engineering token costs will hit $5,000 monthly per employee
“I think all of us are in a place where we, we're getting to the spot where it's realizing, okay, for real engineering work per employee, you're looking at probably five grand a month. Like, that's probably where we're gonna shake out here.”
Tony Kim: Enterprises must position themselves within the AI token flow
“So, you must be in this token flow to either resell or repackage the tokens with your context and your very specific application. You serving the token with your intelligence? Is it the proprietary closed source token? Is it the open source token? Sitting on a…”
Grinberg: 90% of AI tokens will use open models within 12 months
“My hottest take is that in the next 12 months, 90% of tokens will be going to open models.”
Lemkin: Top developers can consume 10x more AI tokens than today
“You can consume any top tier developer can assume an order of magnitude more tokens than they are now. The ideas are limitless.”
Sachin Katti: AI tokens will always command a premium due to compute shortages
“So in a world where computers are shortage, therefore, tokens are always going to be at a premium, and there's a shortage of tokens that we can produce, given the limited compute that we have”
Evans: Agentic Coding Has Driven Token Demand Up Multiple Orders of Magnitude
“And as hopefully everyone listening to this will understand, like in the last six months or so, the sudden product market fit of agentic coding means that demand for tokens has gone up by many orders of magnitude, and the model labs have been sort of scramblin…”
Glyman: AI token spend will become a third mega category for CFOs
“I think in a world where before it was fine for a CFO to go and say, I'm just going to, you know, manage my payroll, and I have a philosophy about how I'm going to decide how much to spend on that. I'm going to manage my vendors. I think there's going to be a …”
Calacanis: Unlimited tokens in AI models enable unlimited reasoning
“Unlimited tokens, I believe, means unlimited reasoning.”
Miller: Token infrastructure forecasts will consistently be revised upward
“I think it's going to be just like every underestimated infrastructure forecast. We're going to spend X and we always spend X plus some multiple of that every single quarter. Everyone revises up. I think you're going to see revisions up on tokens for sure.”
Nicolaescu expects AI token costs to rise due to energy constraints
“At the end of the day, tokens represent capacity and we're very constrained on capacity. We don't have enough energy. We don't have enough data centers and the demand is, is exponential. And so if I think about it from that angle, I think actually token costs …”
Nicolaescu predicts AI companies will spend more on tokens than humans
“If you project out maybe a year or two from now, do you think you're going to spend more on humans or tokens? And I don't think the answer is obviously humans. I think there's actually a good chance you spend more on tokens than you spend on humans.”
Calacanis: AI token costs will drop 90% annually for three years
“The cost of tokens, Freeburg, is going to go down 90% a year for the next three years.”
Wachen: The Largest Token Producer Will Be the World's Most Valuable Company
“Whoever produces the most tokens is going to be the most valuable company in the world.”
Wachen: Society Faces a Multi-Decade AI Token Supply Shortage
“We are in a new era of intelligence where the cost of producing intelligence is dramatically so much cheaper than the value of the intelligence that we are in a many year, probably many decade supply shortage of these tokens.”
Uberti: AI Token Serving Requires Non-Linear Cluster Scaling Economics
“That the way you want this to scale is not that, oh, if I want to go serve 10 times more tokens, I buy 10 times more servers. It must be some solution where if I want to serve 10 times more tokens, then I get some economies of scale benefit with my say cluster…”
Isenberg: Memory Hardware and AI Token Prices Are Not Getting Cheaper
“Because, you know, the price of memory isn't getting cheaper. And the price of tokens aren't getting cheaper.”
Arora: Palo Alto Networks tracks and caps employee token usage
“We have a used judiciously model for tokens. It's not a free-for-all. Free-for-all sounds like you can go token max the hell out of it. We have to use it judiciously, and we keep track of it to see what people are doing. And if we find somebody who's using it …”
Pereyra: AI Pricing Will Likely Return to Subscription Models From Tokens
“Buying off tokens is insanely complicated. It'll probably at some point go back to something like subscription because it's hard to like forecast these things.”
Franceschi Predicts That AI Tokens Will Eventually Become Free
“Sure, if tokens are so expensive, they're going to be, I think over the fullness of time, probably free.”
Chernin: Model optimizations lower token costs by an order of magnitude
“We see all these optimizations that happening that changes the price of the tokens in order of magnitude.”
Calacanis: Most AI coding tokens are spent on QA rather than production
“The vast majority of tokens that are used in coding are in QA anyway. It's not in production.”
Mercor spends more on AI agent tokens than employee headcount
“Right now, we're spending more on tokens for our internal agents than we are on employee headcount.”
Calacanis: Always-on multimodal AI devices will increase token usage 1,000-fold
“These persistent hardware devices, the watch, the ear pieces are going to know your entire reality. They're going to monitor your entire desktop, and this is going to lead to a use of tokens that would be a thousand times what user business users are currently…”
Lemkin: Companies will clamp down on token waste within one year
“In a year from now, we're not gonna be wasting tokens on mediocre web developers playing with stuff, and we're gonna clamp down on it because it's a huge waste.”
Palihapitiya: AI token buyers face ROI reckoning in 500 days
“I think we have kind of call it 500 days where you just got to be net long. But I think it's literally in the hundreds of days from now, 500, you're going to have to have an important reckoning moment. The people that are paying for all these tokens need to se…”
Tan: Founders should willingly spend $500 daily on AI tokens
“One of the key maxims for YC is You know, how do you find good startup ideas, live in the future and build what's missing? Right. And so this is a profound version of that where all you have to do is commit your brain to look at, you know, spending 500 dollars…”
O'Driscoll: Anthropic likely grew its LLM token volume 15x in Q1
“But the truth is, Antropic probably grew tokens, 15 X in Q one, right?”
To: Global agent prompt files consume more tokens and lack specificity
“If you only change the agent.md, oftentimes, you know, first of all, it costs a lot more tokens, but also it's too general, right? It doesn't apply to every single workflow out there.”
Wilkinson: Spent $80k to $100k on AI tokens building personality app
“I probably spent like 80 or a hundred honestly.”
Sam Lessin predicts AI spend will shift to cheap open-source models
“And so the vast majority of tokens and spend in the market, the good market, the good morning America audience is going to be going for cheap Quen effectively over time. And it's going to be because they care about the costs, right? Like that's going to be the…”
Tier-2 and tier-3 AI labs will completely sell out of compute capacity
“It's pretty clear even the tier two lab is going to be sold out of tokens, let alone the tier one lab. The tier one lab will have better margins, but the tier two lab will be sold out, and probably the tier three lab will also be close to sold out.”
Patel: Tier-two and tier-three AI labs will sell out of tokens
“It's pretty clear even the tier two lab is going to be sold out of tokens, let alone the tier one lab. The tier one lab will have better margins, but the tier two lab will be sold out and probably the tier three lab will also be close to sold out.”
Morin: Companies must cultivate AI-native habits before optimizing token efficiency
“Instead of asking the person I'm going to ask the agent is a habit your brain has to learn and switch into. And for people in engineering, I think that's more native right now or product, but for people in sales or HR or, you know, even some just non-technical…”
Yi Tay: AI Labs Prioritize Data Efficiency Because the World Lacks Tokens
“I think in general, the, like learning more, like extracting more from varied data points is definitely valuable, but I think that's what related to the fact that we're like running out of Tokens in the world.”
Google currently holds a temporary pre-training advantage and lowest token costs
“So I think, you know, Google for sure has this temporary advantage right now from a pre-training perspective. I think it's also important that they've been the lowest cost producer of tokens, okay?”
Companies deploying Nvidia GB300 chips will become lowest-cost token producers
“You're going to put those GB 300 in and then the companies that use the GB 300, they're going to be the low cost producer of tokens.”
Dixon: Roughly Two-Thirds of a16z Crypto's Investments Have Been Tokens
“And actually two third, no, I would say roughly two thirds of our investing has always been that.”
Bilkowski: SaaS companies should never charge customers per token
“So now I'm also going to chart besides per seat, you know, charging you dollars per seat, but now I'm also going to charge you per token. This is a no, no. I call this showing your customers your underpants. You don't want to show your customers your underpant…”
Simpson: Removing tokens from crypto eliminates what makes the technology valuable
“Tokens are part and parcel of what's valuable and interesting about crypto. And so if you remove that piece, it doesn't make any sense.”
Laffont: AI compute tokens will outweigh the economic impact of trade tariffs
“I like to say that tokens trump tariffs.”
Packer: Sleep-time compute re-represents token state into easily queryable formats
“In the test time compute setting, you know, here, the state is tokens and the kind of like sleep time, like indexing process is a re-representation of those tokens into something that is like more easily queryable and more flexible.”
Morin: Brian Armstrong says one million new crypto tokens are created weekly
“Brian Armstrong tweeted that there's now a million new tokens created every week.”
Ross: AI token cost drops consistently spark significant demand growth
“And so what's happened is every time we've seen the cost of tokens for a particular level of quality of models come down, we've actually seen the demand grow significantly.”
Jensen Huang: AI data centers are token-producing factories, not storage
“These new data centers we're creating are not data centers. They don't, they're not multi-tenant. They tend to be single tenant. They're not storing any of our files. They're just, they're producing something and they're producing tokens.”
Hamid: LLM token prices dropped 200x over the last 18 months
“In the last 18 months the price of a token has gone down by 200 X”
Hamid: LLM token prices will fall another 10x-20x within two years
“So, will it go down to the next two years? I don't know, but it will probably go down by 10 X or 20 X”