On May 20–21 in London, Data Centre LIVE will bring together the companies, engineers, operators and infrastructure leaders shaping the next industrial layer of the digital economy: hyperscale data centers, energy systems, cooling technologies, semiconductors, optical networks and AI infrastructure.
Great Read. Question for you... Anthropic’s revenue growth from $9B to $30B in just a few months is huge, but it has triggered a massive capital intensity shift—specifically their recent $100B commitment to AWS and multi-gigawatt deals with Google. How should one weigh Anthropic's "software" valuation against the fact that their growth is now entirely capped by the physical supply of Trainium chips and power? Is Anthropic effectively becoming a leveraged play on data center infrastructure rather than a traditional high-margin SaaS business?
It is really hard to know but it definitely seems that Anthropic will be capped by physical limitations rather than software ones. In addition, are the deals they are signing now with Amazon/Google creating some sort of physical moat? Hard to imagine other companies signing deals that big.
It's very hard to know how to value them as they are growing both revenues extremely quickly and their operating costs/physical constraints are going way up. My guess is after their IPO they will be valued at some crazy valuation that ends up correcting after a few months.
The ethical question is a tough one. Its obvious that Claude can replace jobs, but seeing what they are doing with companies like Chegg — Claude is replacing entire businesses. Thats great for their shareholders, but consolidates a huge amount of power into one company. The will almost certainly be laws created around protecting small businesses from being destroyed by AI, and Anthropic will be at the center of that discussion.
There should be some sort of protection for small businesses that get absolutely wiped out because of AI. Unfortunately, not sure how practical that is. In the long run, guessing AI just replaces those who are not quick enough to adapt.
If you are spending $100,000 to make a team of engineers significantly more productive, then you probably are. Specifically for senior developers with high salaries, making them even more productive can pay huge dividends.
Never been more bullish on Anthropic. I wonder how long the US can afford to not adopt Claude into their government system. Its the best AI platform in the world.
On May 20–21 in London, Data Centre LIVE will bring together the companies, engineers, operators and infrastructure leaders shaping the next industrial layer of the digital economy: hyperscale data centers, energy systems, cooling technologies, semiconductors, optical networks and AI infrastructure.
https://substack.com/@risksignalai/note/c-257164630?r=82bznj&utm_source=notes-share-action&utm_medium=web
Great Read. Question for you... Anthropic’s revenue growth from $9B to $30B in just a few months is huge, but it has triggered a massive capital intensity shift—specifically their recent $100B commitment to AWS and multi-gigawatt deals with Google. How should one weigh Anthropic's "software" valuation against the fact that their growth is now entirely capped by the physical supply of Trainium chips and power? Is Anthropic effectively becoming a leveraged play on data center infrastructure rather than a traditional high-margin SaaS business?
Excellent insight and a fantastic question.
It is really hard to know but it definitely seems that Anthropic will be capped by physical limitations rather than software ones. In addition, are the deals they are signing now with Amazon/Google creating some sort of physical moat? Hard to imagine other companies signing deals that big.
It's very hard to know how to value them as they are growing both revenues extremely quickly and their operating costs/physical constraints are going way up. My guess is after their IPO they will be valued at some crazy valuation that ends up correcting after a few months.
Thank you for the knowledge!
Interesting and scary analysis
Very clear breakdown.
Anthropic’s momentum is impressive, but trust and predictable cost will decide how far enterprises go.
Thank you! Very much agree with that :)
Good post.Allnthe big hacking groups have broken into the system and are using Mythos.Here is March 2026 report from them concerning AI and jobs. https://www.anthropic.com/research/labor-market-impacts
The ethical question is a tough one. Its obvious that Claude can replace jobs, but seeing what they are doing with companies like Chegg — Claude is replacing entire businesses. Thats great for their shareholders, but consolidates a huge amount of power into one company. The will almost certainly be laws created around protecting small businesses from being destroyed by AI, and Anthropic will be at the center of that discussion.
There should be some sort of protection for small businesses that get absolutely wiped out because of AI. Unfortunately, not sure how practical that is. In the long run, guessing AI just replaces those who are not quick enough to adapt.
If you are paying 100k for Claude code/agentic prompts, are you really generating a positive ROI?
If you are spending $100,000 to make a team of engineers significantly more productive, then you probably are. Specifically for senior developers with high salaries, making them even more productive can pay huge dividends.
Never been more bullish on Anthropic. I wonder how long the US can afford to not adopt Claude into their government system. Its the best AI platform in the world.