r/stocks Mar 13, 10:19 PM
Nebius is running the exact Yandex playbook again. Physical AI is where it lands. As a product manager, I challenged myself on NBIS, who are the customers today, tomorrow, and what's the endgame? Surely it can't be just cloud compute.
Nebius is following a proven, sequenced go-to-market strategy that mirrors what they already executed at Yandex. The current AI cloud business is stage one which funnily enough "Yandex Cloud" was the last segment at Yandex before the spinoff with Nebius.
The segment they are building toward, Physical AI, is stage two. Physical AI demand is real, commercially viable, and structurally dependent on exactly the kind of compute Nebius sells.
With this article I hope you will understand three things: how Nebius's current customer segments work and why they exist in this order, what Physical AI actually looks like on the ground in terms of real products, real unit economics, and real adoption curves, and why the expansion into Physical AI follows the same adjacency logic that turned Yandex Search into Yandex Taxi, Market, and Cloud.
I've about 1400 shares (40% port) accumulating since 2021, and haven't sold since. Not financial advice.
The Yandex Playbook is Running Again
Arkady Volozh founded Yandex in 1997 and built it into the search engine in Russia with >70% domestic market share against Google [1]. From that core, the team sequenced into ride-hailing (Yandex Taxi, 2011), e-commerce (Yandex Market), and cloud. Each adjacency unlocked new customer segments where after capturing a meaningful share, they moved on to a new one. Yandex Taxi ended up taking the Post-Soviet countries by storm while Yandex Market resulted in becoming a real competitor in the fulfillment business. When I mean by storm, I mean that the app and platform was so intuitive that even Eastern European/Central asian grandmas and grandpas were using it seamlessly.
By November 2021 Yandex reached a $31B peak market cap [2] and earned the title of "Google of Russia". After the Russian-Ukraine war, the Dutch holding company sold its Russian assets for $5.4B and rebranded as Nebius Group [2] but the team, the future blueprints and the sequencing discipline remained as Arkady enabled the safe transition for the entire workforce.
Let's move on to how this playbook now applies to Nebius today.
Who are Nebius's customers today?
Nebius has two customer segments that serve completely different needs.
The first segment is AI-native startups like Cursor, Mistral and Black Forest Labs [3]. These are teams building AI products like AI-native IDEs, foundation models and image-to-video generation. They need a cloud platform where they can train models, run inference at scale, and ship product fast. They are buying the full software stack: GPU clusters, orchestration tools, ML operations, storage, and the developer ecosystem around it. They chose Nebius because it was purpose-built for AI workloads and gives them the elastic scaling they need to go from prototype to production without re-architecting their infrastructure.
From a commerci