· 个股论点
我的意思是，并非所有人都能开发出 FSD 级别的 L4 自动驾驶汽车。美国可能只有 5 家主要玩家：亚马逊、Waymo、特斯拉、$NBIS（Nebius）的 Avride 和 Motional。 除非你的问题是指母公司。 那么在公开上市的 Neoclouds 中，只有 $NBIS 和 $CRWV。其中只有一家拥有巨大的客户多元化（Shopify、Cursor、政府、微软/元等），这有助于提高利用率（对利润率至关重要）。 此外，它混合了全栈 + 软件全栈编排层。例如，GPU 利用率 -> 更快的训练时间 + 降低运营支出，从而通过软硬件结合建立经济护城河。这并不容易创建，$CRWV 花费了数十亿美元和数年时间，这就是为什么矿工/colo 玩家无法轻易转向全栈服务。 如果只有个位数的供应商能做到这一点，那技术可能非常复杂。
I mean not everyone can develop FSD-level 4 self driving cars. There's probably only 5 main players in the US. Amazon, Waymo, Tesla, $NBIS Avride, and Motional. Unless your question was about the parent company. Then out of public company Neoclouds, there's only $NBIS and $CRWV. Then there's only one with immense amount of customer diversification ( Shopify, Cursor, governments, msft/meta, and so on) which helps with utilization (huge for margins). Also it's mixes full stack + software full stack orchestration layers. eg. GPU utilization-> faster time to train + lowers opex to create an economic moat from software + hardware mix. It's not easy to create this, $CRWV spent billions of dollars and years which is why miners/colo players can't exactly pivot to full-stack offerings. If there's single digit providers that can do things, it's probably technologically very complex.