Anthropic's $100B:、

The numbers do not lie. Anthropic is approaching a $100 billion valuation on the strength of a single narrative: Claude is the safest, most enterprise-ready frontier model money can buy. But here is what the market is actually asking the CFO during pre-IPO roadshows. Not whether Claude outperforms GPT-5. Not whether Constitutional AI is philosophically superior. The questions are far more mundane and far more dangerous: How much margin pressure does Llama 4 exert on your API pricing? Why is your data center construction slowing? Are you prepared for public backlash against AI replacing jobs and data centers consuming power? These three questions reveal a资本的定价逻辑正在从"模型能力"转向"商业可持续性". That is the real story behind Anthropic's IPO filing—not the technology, not the safety mission, but whether a closed-source model company can survive the open-source onslaught while building enough compute to stay competitive. I have spent two decades auditing protocols and building arbitrage infrastructure. I know what happens when a market prices a narrative instead of fundamentals. Let me break this down dimension by dimension, starting with what we know and ending with what you should track.