/AI8h ago

Token Pricing Chart Signals Risk To AI Hardware And Data Center Trades

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This is the chart that everyone should be watching.

If the Token Pricing rolls over, everything from the memory trade to the broader hard-ware and data-centre trade is over for this cycle imho.

The whole setup depends on this..

10:53 AM · Jun 8, 2026 · 166.1K Views
Sentiment

Positive users agree the LLM token expenditure decline is a buying opportunity or healthy shift to cheaper models, while negative users dismiss the thesis as dumb and terrifying.

Pos
55.0%
Neg
45.0%
21 comments with sentiment.
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feaq@realfeaq

@AndreasSteno Why is this a bad thing exactly? I thought this was where they were aiming at all along

8hViews 5.8K
BOOKMARKS4REPLIES6

@_Billdozer_ @riteshmjn Robotics is a very good bet imho. Real life AI

7hViews 3.6KLikes 17Bookmarks 4
LIKES32RETWEETS2
Ethics@ethics3606

@AndreasSteno Compute is constrained by supply. Demand would increase if costs come down.

7hViews 4.9KLikes 32Bookmarks 1

@ethics3606 That I agree with, but the current pricing also means that people are willing to pay everything for hardware. They wont be willing to do that forever

6hViews 4.7KLikes 23Bookmarks 1

@realfeaq Its not bad, but it will kill the hardware Trade

8hViews 5.4KLikes 12
feaq@realfeaq

@GlobalCollapse @AndreasSteno No. Token pricing goes down —> even more token demand.

More token demand —> more need for hardware and data centers.

6hViews 733Likes 8Bookmarks 1

@AndreasSteno Covered this topic in detail here:

6hViews 812Likes 8Bookmarks 1
Jelmer Cnossen@jelmer_cnossen

@AndreasSteno By this logic it was over in february?

7hViews 1.2KLikes 13
Noel Moore@noel_moore

@AndreasSteno @MitchMartan98 Does this include or exclude IREN & CIFR/WULF?

7hViews 4.8KLikes 2Bookmarks 1
Late Stage Capitalism@GlobalCollapse

@AndreasSteno @realfeaq Token pricing goes down = Hardware demand goes up.

I get where you're coming from but it is nowhere near that simple. It would be true if cost per token was stagnant, but it isnt.

6hViews 773Likes 6

@noel_moore @MitchMartan98 Less sensitive than a lot of other trades, but yes..

7hViews 4.4KLikes 5

@AndreasSteno You are saying: token pricing up = AI trade good; token pricing down = AI trade dead.

It is more like: AI infrastructure demand = token volume × compute intensity per token × price/margins × model mix × latency/SLA requirements

6hViews 371Likes 2Bookmarks 1
Derrick Dao@derrick_dao

Token pricing compression cuts both ways for the hardware trade. Cheaper inference per token drives volume growth faster than margin compression — AWS and Google are still expanding datacenter capacity even as per-token economics erode. The key ratio is not token price but inference demand growth versus capacity additions. If token prices drop 50% but query volume grows 3x, the hardware trade does not break — it gets repriced at higher utilization rates, with more copper, more power, and more cooling per facility.

7hViews 193Likes 3
Alex@akslegacy7

@AndreasSteno @carlquintanilla Wait until agents become more popular. This gonna explode 🚀

5hViews 249Likes 1Bookmarks 1
Marcus Mendez@Marcus4cyb

@AndreasSteno Your only partially right and the part your probably wrong on matters more . “between (a) usage actually contracting, and (b) price deflation merely accelerating faster than volume compounds — and (b) is the Jevons case, which is bullish for inference compute and thus for memory”

8hViews 2.1KLikes 3

@AndreasSteno @riteshmjn I am so curious what the next cycle will be. Robotics? energy? both?

7hViews 4KLikes 1
Sean Owens@seanvowens

@AndreasSteno Is this cost per token, or an indication of business expenditures on tokens?

8hViews 988Likes 4
James@JamesTrvdes

@AndreasSteno 😂😂😂😂

5hViews 223Likes 1
Kirill TALAI@KirillTalai

@AndreasSteno The models can get more efficient. Or people might migrate to cheaper models. In both cases the volume can pick up. I don’t know man, I think your Korean data and maybe TSMC monthly revenue are better gauges. No?

8hViews 1.7KLikes 3
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