{"schema_version":"onlylabs.public_analysis.v1","url":"https://onlylabs.fyi/analysis/nebius","json_url":"https://onlylabs.fyi/analysis/nebius/analysis.json","evidence_json_url":"https://onlylabs.fyi/analysis/nebius/evidence.json","generated_at":"2026-06-27T22:31:05.080Z","analysis":{"org_slug":"nebius","url":"https://onlylabs.fyi/analysis/nebius","json_url":"https://onlylabs.fyi/analysis/nebius/analysis.json","evidence_json_url":"https://onlylabs.fyi/analysis/nebius/evidence.json","dossier_url":"https://onlylabs.fyi/labs/nebius","org":{"slug":"nebius","name":"Nebius","category":"neocloud","category_label":"Neocloud","homepage_url":"https://nebius.com"},"title":"Nebius analysis","summary":"Nebius is executing a multi-front AI cloud scaling thesis: it is simultaneously building out physical data center capacity across the US and Europe, expanding its GPU orchestration software stack, commercializing a new agentic search product (Tavily), and deepening its research bench through an acqui-hire (Clarifai). The hiring pattern reveals a company transitioning from infrastructure provider to full-stack AI…","markdown":"## Thesis\n\nNebius is executing a multi-front AI cloud scaling thesis: it is simultaneously building out physical data center capacity across the US and Europe, expanding its GPU orchestration software stack, commercializing a new agentic search product (Tavily), and deepening its research bench through an acqui-hire (Clarifai). The hiring pattern reveals a company transitioning from infrastructure provider to full-stack AI platform — combining bare-metal data center buildout with model serving (Token Factory), physical AI tooling (Physical AI Workbench), and vertical GTM for media/entertainment and robotics. The repeated soperator releases signal active Kubernetes-based GPU cluster management work, while the Terraform provider cadence suggests ongoing API surface expansion for infrastructure-as-code customers. The Clarifai acquisition brings a recognized ML research leader (Matthew Zeiler as SVP Research) and signals ambition in multimodal agentic reasoning, world models, token efficiency, and long-term memory. [W1](https://www.hpcwire.com/aiwire/2026/05/14/nebius-adds-clarifai-engineering-team-licenses-inference-tech/)[W3](https://www.linkedin.com/posts/nebius_run-physical-ai-workflows-not-glue-code-activity-7468348334575894529--10R)[W5](https://nebius.com/newsroom/nebius-launches-physical-ai-living-lab-for-uk-and-european-robotics-startups-built-with-nvidia-technologies)[W6](https://techfundingnews.com/why-nebius-is-spending-1-7b-to-build-the-uks-next-generation-of-ai-infrastructure/)\n\n## Signal desks\n\n### Hiring\n\n- **Hardware Infrastructure / Data Centers** — The largest concentration of open roles targets physical infrastructure: Critical Facilities Engineer (New Jersey), Chief Power Engineer (Lappeenranta), Construction Project Managers (US, Amsterdam), Technical Program Manager for Data Centers, Data Center IT Technicians (Missouri, Oklahoma), Field Network Technicians (Missouri, Oklahoma, Finland), Data Center Security Specialist (Oklahoma), IT Supply Operations Specialist (Amsterdam), Regional Asset Manager (Kansas City/Minnesota), Transportation Logistics Specialist, and IT Infrastructure Engineers for RMA/Hardware Diagnostics (Missouri, Minnesota). US locations cluster in Missouri, Oklahoma, New Jersey, Minnesota, and Kansas City, indicating a major US data center expansion underway. [P1](https://careers.nebius.com/?gh_jid=4880997101)[P2](https://careers.nebius.com/?gh_jid=4878037101)[P9](https://careers.nebius.com/?gh_jid=4906419101)[P22](https://careers.nebius.com/?gh_jid=4905938101)[P23](https://careers.nebius.com/?gh_jid=4902567101)[P24](https://careers.nebius.com/?gh_jid=4906742101)[P28](https://careers.nebius.com/?gh_jid=4902584101)[E17](https://careers.nebius.com/?gh_jid=4902567101)[E19](https://careers.nebius.com/?gh_jid=4902968101)[E20](https://careers.nebius.com/?gh_jid=4906419101)[E22](https://careers.nebius.com/?gh_jid=4424714101)[E23](https://careers.nebius.com/?gh_jid=4879925101)[E29](https://careers.nebius.com/?gh_jid=4907565101)[E30](https://careers.nebius.com/?gh_jid=4902594101)[E31](https://careers.nebius.com/?gh_jid=4852103101)[E32](https://careers.nebius.com/?gh_jid=4765077101)[E33](https://careers.nebius.com/?gh_jid=4866084101)[E34](https://careers.nebius.com/?gh_jid=4902603101)[E35](https://careers.nebius.com/?gh_jid=4866023101)[E36](https://careers.nebius.com/?gh_jid=4902584101)[E50](https://careers.nebius.com/?gh_jid=4906742101)[E55](https://careers.nebius.com/?gh_jid=4752733101)[E57](https://careers.nebius.com/?gh_jid=4769976101)\n- **Models Team — Token Factory** — Senior Software Developer role for the Models Team explicitly names \"Token Factory,\" suggesting an inference serving / model hosting product. Located in Amsterdam. [P3](https://careers.nebius.com/?gh_jid=4883870101)[E6](https://careers.nebius.com/?gh_jid=4883870101)\n- **Agentic Search (Tavily)** — Three Staff/Senior Software Engineer roles for Agentic Search split across Crawler, Index, and Runtime sub-teams, based in Amsterdam and London. Accompanied by GTM hiring for Tavily: West Enterprise Account Executive, Commercial AE, Product Marketing Manager, Developer Relations & Creative Content Manager, Public Relations Manager, Events Specialist / Trade Show Coordinator, and Founding Enterprise Customer Success Manager. This indicates Tavily is a distinct product line with dedicated engineering and commercial teams. [E39](https://careers.nebius.com/?gh_jid=4906376101)[E40](https://careers.nebius.com/?gh_jid=4824718101)[E41](https://careers.nebius.com/?gh_jid=4824821101)[P7](https://careers.nebius.com/?gh_jid=4899905101)[P8](https://careers.nebius.com/?gh_jid=4901783101)[P10](https://careers.nebius.com/?gh_jid=4901779101)[P11](https://careers.nebius.com/?gh_jid=4899887101)[P12](https://careers.nebius.com/?gh_jid=4884062101)[E3](https://careers.nebius.com/?gh_jid=4899887101)[E9](https://careers.nebius.com/?gh_jid=4884062101)[E18](https://careers.nebius.com/?gh_jid=4901779101)[E21](https://careers.nebius.com/?gh_jid=4899905101)[E27](https://careers.nebius.com/?gh_jid=4901783101)[E47](https://careers.nebius.com/?gh_jid=4872559101)\n- **AI/ML Research & Customer Engineering** — AI/ML Specialist Solutions Architects hired across EMEA and North America; AI Researcher (Early Talent) posted across Amsterdam, Berlin, Remote Europe, and Remote US; Chief ML Researcher, Product role bridges research and product roadmap. Clarifai's Matthew Zeiler joins as SVP Research. The research agenda spans multimodal agentic reasoning, world models, token efficiency, and long-term memory. [P1](https://careers.nebius.com/?gh_jid=4880997101)[P2](https://careers.nebius.com/?gh_jid=4878037101)[P3](https://careers.nebius.com/?gh_jid=4883870101)[W1](https://www.hpcwire.com/aiwire/2026/05/14/nebius-adds-clarifai-engineering-team-licenses-inference-tech/)[W2](https://jobflarely.liveblog365.com/job/chief-ml-researcher-product)[E6](https://careers.nebius.com/?gh_jid=4883870101)\n- **GTM & Commercial Scaling** — Account Executives across DACH, Benelux, Middle East, Japan, Korea, and US; Channel Partner Managers for APJ, DACH & Nordics, and US; BDRs in NYC, SF, Tel Aviv, London; Country Managers for Japan and Korea; Director of Pricing & Packaging (Amsterdam); Lead - Partner Deals (Amsterdam); Commercial Customer Success Manager (Remote US). Corporate Development Associate and Manager roles in London suggest M&A or strategic investment activity. [P1](https://careers.nebius.com/?gh_jid=4880997101)[P2](https://careers.nebius.com/?gh_jid=4878037101)[P5](https://careers.nebius.com/?gh_jid=4902513101)[P27](https://careers.nebius.com/?gh_jid=4903394101)[E1](https://careers.nebius.com/?gh_jid=4751684101)[E4](https://careers.nebius.com/?gh_jid=4902513101)[E8](https://careers.nebius.com/?gh_jid=4878037101)[E37](https://careers.nebius.com/?gh_jid=4903394101)[E48](https://careers.nebius.com/?gh_jid=4833612101)\n- **Venture & Startup Ecosystem** — Venture Ecosystem Lead - Israel, Venture Alliance Lead East Coast (NYC), Senior Program Manager Startup Ecosystem (NYC/SF), and Builder Community Manager (US) signal a structured startup/developer engagement strategy. [P13](https://careers.nebius.com/?gh_jid=4907624101)[P26](https://careers.nebius.com/?gh_jid=4906396101)[E1](https://careers.nebius.com/?gh_jid=4751684101)[E2](https://careers.nebius.com/?gh_jid=4754239101)[E15](https://careers.nebius.com/?gh_jid=4907624101)[E38](https://careers.nebius.com/?gh_jid=4906396101)\n- **Security & Compliance** — Security Architect, Security Architect Manager (Corporate & Cloud Security), Application Security Engineer, Data Security & Loss-Prevention Lead (DSPM), Data Center Security Specialist, Compliance Due Diligence Specialist, and US PSOC Manager. Security hiring spans Amsterdam, Tel Aviv, and US locations. [P2](https://careers.nebius.com/?gh_jid=4878037101)[P25](https://careers.nebius.com/?gh_jid=4826557101)[E16](https://careers.nebius.com/?gh_jid=4875588101)[E19](https://careers.nebius.com/?gh_jid=4902968101)[E45](https://careers.nebius.com/?gh_jid=4827753101)[E46](https://careers.nebius.com/?gh_jid=4826557101)[E52](https://careers.nebius.com/?gh_jid=4815935101)[E56](https://careers.nebius.com/?gh_jid=4841240101)\n- **Physical AI GTM** — Director, GTM - Physical AI (Remote US) and the Physical AI Living Lab launch (UK/Europe) indicate a dedicated vertical for robotics and physical AI workloads. [E42](https://careers.nebius.com/?gh_jid=4773806101)[W5](https://nebius.com/newsroom/nebius-launches-physical-ai-living-lab-for-uk-and-european-robotics-startups-built-with-nvidia-technologies)\n- **Media & Entertainment GTM** — Technical Director for Media & Entertainment AI Infrastructure and Senior Partnership Manager for Media and Entertainment GTM, both US-based. [E43](https://careers.nebius.com/?gh_jid=4769272101)[E44](https://careers.nebius.com/?gh_jid=4877981101)\n- **UK Expansion** — Hiring engineering and R&D talent in London alongside EMEA commercial operations growth, backed by £1.7B infrastructure commitment. [W6](https://techfundingnews.com/why-nebius-is-spending-1-7b-to-build-the-uks-next-generation-of-ai-infrastructure/)\n\n### Forks\n\nNo cited evidence in this pack.\n\n### Releases\n\n- **nebius/soperator** — Active release cadence across two major version lines (3.x and 4.x): v3.0.8, v4.0.3, v4.1.0, v4.1.1 released June 23–25, 2026. Fixes address GPU cluster scheduling (DRAIN+ALLOC status, job_tmpfs_recreate, bind-mount libdummy on CPU-only workers in GPU clusters). This is a Kubernetes operator for GPU cluster orchestration under active development. [P15](https://github.com/nebius/soperator/releases/tag/3.0.8)[P17](https://github.com/nebius/soperator/releases/tag/4.0.3)[P19](https://github.com/nebius/soperator/releases/tag/4.1.1)[E12](https://github.com/nebius/soperator/releases/tag/4.0.3)[E14](https://github.com/nebius/soperator/releases/tag/4.1.1)[E26](https://github.com/nebius/soperator/releases/tag/3.0.8)[E58](https://github.com/nebius/soperator/releases/tag/4.1.0)\n- **nebius/terraform-provider-nebius** — Three releases in rapid succession (v0.6.19, v0.6.20, v0.6.21, June 23–25, 2026). v0.6.21 adds tunnel_v1_tunnel resource and updates the Nebius Go SDK to v0.2.32. Indicates ongoing expansion of the IaC surface for Nebius cloud infrastructure. [P16](https://github.com/nebius/terraform-provider-nebius/releases/tag/v0.6.21)[E28](https://github.com/nebius/terraform-provider-nebius/releases/tag/v0.6.21)[E53](https://github.com/nebius/terraform-provider-nebius/releases/tag/v0.6.20)[E59](https://github.com/nebius/terraform-provider-nebius/releases/tag/v0.6.19)\n- **nebius/nebius-solutions-library** — Terraform recipe releases tracking soperator versions (soperator-v3.0.8-1, soperator-v4.0.3-1, soperator-v4.1.0-1, soperator-v4.1.1-1) plus a main-v2026-06-22 snapshot. These are deployment blueprints coupling soperator with Terraform configurations. [P18](https://github.com/nebius/nebius-solutions-library/releases/tag/soperator-v3.0.8-1)[P20](https://github.com/nebius/nebius-solutions-library/releases/tag/soperator-v4.0.3-1)[P21](https://github.com/nebius/nebius-solutions-library/releases/tag/soperator-v4.1.1-1)[E10](https://github.com/nebius/nebius-solutions-library/releases/tag/soperator-v4.1.1-1)[E11](https://github.com/nebius/nebius-solutions-library/releases/tag/soperator-v4.0.3-1)[E25](https://github.com/nebius/nebius-solutions-library/releases/tag/soperator-v3.0.8-1)[E49](https://github.com/nebius/nebius-solutions-library/releases/tag/soperator-v4.1.0-1)[E60](https://github.com/nebius/nebius-solutions-library/releases/tag/main-v2026-06-22)\n\n### Talking\n\n- **Clarifai acqui-hire** — Nebius announced the Clarifai core engineering and research team is joining, with founder Matthew Zeiler becoming SVP Research. The licensed inference and compute orchestration technology from Clarifai complements Nebius's platform. Public framing emphasizes Zeiler's pedigree (Hinton, Dean, Fergus, LeCun) and the research agenda: multimodal agentic reasoning, world models, token efficiency, long-term memory. [W1](https://www.hpcwire.com/aiwire/2026/05/14/nebius-adds-clarifai-engineering-team-licenses-inference-tech/)\n- **Physical AI Workbench** — Open-source release on GitHub, described as pre-wired with NVIDIA Cosmos 3, Isaac Lab, Isaac GR00T, and other physical AI tools. The blog post frames it as removing infrastructure friction so researchers focus on models. [W3](https://www.linkedin.com/posts/nebius_run-physical-ai-workflows-not-glue-code-activity-7468348334575894529--10R)\n- **Physical AI Living Lab** — Six-month program for UK and European robotics startups, built with NVIDIA technologies and Nebius AI cloud infrastructure. Plans to extend to other regions. Signals deepening NVIDIA partnership and a bet on physical AI as a growth vertical. [W5](https://nebius.com/newsroom/nebius-launches-physical-ai-living-lab-for-uk-and-european-robotics-startups-built-with-nvidia-technologies)\n- **UK infrastructure investment** — £1.7B to build three new NVIDIA-powered deployments in the UK, targeting four sites and 65 MW capacity by 2027. Named customers include Revolut and Prima Mente. Nebius also growing London engineering/R&D hiring and Nebius Academy university partnerships. [W6](https://techfundingnews.com/why-nebius-is-spending-1-7b-to-build-the-uks-next-generation-of-ai-infrastructure/)\n- **Token Factory / NVIDIA Cosmos3** — Public tutorial demonstrating how to call nvidia/Cosmos3-Super-Reasoner through Nebius Token Factory via an OpenAI-compatible API. Positions Token Factory as a model hosting/inference service removing GPU provisioning friction. [W4](https://generativeai.pub/how-to-use-nvidia-cosmos3-super-reasoner-with-nebius-token-factory-8e55e8375ba6)\n- **Chief ML Researcher, Product** — Job posting framing reveals Nebius positioning itself as an AI platform with a PaaS roadmap, needing ML research leadership to translate frontier developments into product direction. [W2](https://jobflarely.liveblog365.com/job/chief-ml-researcher-product)\n\n## Shipping\n\n- **soperator (Kubernetes GPU orchestrator)** shipped four releases across two major version lines in a single week (June 23–25), with fixes for GPU cluster scheduling, tmpfs handling, and bind-mount behavior on CPU-only workers. This is production infrastructure software under active iteration. [P15](https://github.com/nebius/soperator/releases/tag/3.0.8)[P17](https://github.com/nebius/soperator/releases/tag/4.0.3)[P19](https://github.com/nebius/soperator/releases/tag/4.1.1)[E12](https://github.com/nebius/soperator/releases/tag/4.0.3)[E14](https://github.com/nebius/soperator/releases/tag/4.1.1)[E26](https://github.com/nebius/soperator/releases/tag/3.0.8)[E58](https://github.com/nebius/soperator/releases/tag/4.1.0)\n- **Terraform provider v0.6.21** shipped with new tunnel_v1_tunnel resource and SDK update, expanding the infrastructure-as-code surface for Nebius cloud. [P16](https://github.com/nebius/terraform-provider-nebius/releases/tag/v0.6.21)[E28](https://github.com/nebius/terraform-provider-nebius/releases/tag/v0.6.21)\n- **Physical AI Workbench** shipped as open-source on GitHub, bundling NVIDIA Cosmos 3, Isaac Lab, Isaac GR00T, and other physical AI tools into a pre-configured, agent-driven environment. [W3](https://www.linkedin.com/posts/nebius_run-physical-ai-workflows-not-glue-code-activity-7468348334575894529--10R)\n- **Token Factory** is live and serving models (evidenced by public tutorial calling nvidia/Cosmos3-Super-Reasoner through an OpenAI-compatible API). [W4](https://generativeai.pub/how-to-use-nvidia-cosmos3-super-reasoner-with-nebius-token-factory-8e55e8375ba6)\n- **nebius-solutions-library** provides deployable Terraform recipes that track soperator releases, making GPU cluster deployment repeatable. [P18](https://github.com/nebius/nebius-solutions-library/releases/tag/soperator-v3.0.8-1)[P20](https://github.com/nebius/nebius-solutions-library/releases/tag/soperator-v4.0.3-1)[P21](https://github.com/nebius/nebius-solutions-library/releases/tag/soperator-v4.1.1-1)[E10](https://github.com/nebius/nebius-solutions-library/releases/tag/soperator-v4.1.1-1)[E11](https://github.com/nebius/nebius-solutions-library/releases/tag/soperator-v4.0.3-1)[E25](https://github.com/nebius/nebius-solutions-library/releases/tag/soperator-v3.0.8-1)[E49](https://github.com/nebius/nebius-solutions-library/releases/tag/soperator-v4.1.0-1)\n\nNo cited evidence of new model releases, model cards, or Hugging Face model publications from Nebius itself in this pack.\n\n## Research themes\n\n- **Multimodal agentic reasoning** — Identified as a core research pillar via the Clarifai team integration and Matthew Zeiler's stated focus area as SVP Research. [W1](https://www.hpcwire.com/aiwire/2026/05/14/nebius-adds-clarifai-engineering-team-licenses-inference-tech/)\n- **World models** — Explicitly named as a research priority under Zeiler's leadership. [W1](https://www.hpcwire.com/aiwire/2026/05/14/nebius-adds-clarifai-engineering-team-licenses-inference-tech/)\n- **Token efficiency** — Named research theme tied to the Token Factory product; the Models Team hiring explicitly references \"Token Factory\" as the team name. [W1](https://www.hpcwire.com/aiwire/2026/05/14/nebius-adds-clarifai-engineering-team-licenses-inference-tech/)[P3](https://careers.nebius.com/?gh_jid=4883870101)[E6](https://careers.nebius.com/?gh_jid=4883870101)\n- **Long-term memory** — Part of the Clarifai team's research agenda. [W1](https://www.hpcwire.com/aiwire/2026/05/14/nebius-adds-clarifai-engineering-team-licenses-inference-tech/)\n- **Agentic Search** — Active engineering hiring across Crawler, Index, and Runtime sub-teams indicates a research-to-production pipeline for search-based agent systems (Tavily). [E39](https://careers.nebius.com/?gh_jid=4906376101)[E40](https://careers.nebius.com/?gh_jid=4824718101)[E41](https://careers.nebius.com/?gh_jid=4824821101)\n- **Physical AI / Robotics** — Physical AI Workbench and Physical AI Living Lab, both built with NVIDIA tooling, position Nebius as a platform provider for simulation, synthetic data, training, eval, and deployment of robotics models. [W3](https://www.linkedin.com/posts/nebius_run-physical-ai-workflows-not-glue-code-activity-7468348334575894529--10R)[W5](https://nebius.com/newsroom/nebius-launches-physical-ai-living-lab-for-uk-and-european-robotics-startups-built-with-nvidia-technologies)[E42](https://careers.nebius.com/?gh_jid=4773806101)\n- **ML-driven platform roadmap** — Chief ML Researcher, Product role description explicitly states the researcher will \"drive forward-looking ML research to shape Nebius's AI platform and PaaS roadmap.\" [W2](https://jobflarely.liveblog365.com/job/chief-ml-researcher-product)\n\nEvidence is thin for published research papers, model cards, or benchmark results from Nebius in this pack.\n\n## Hiring & scaling\n\nNebius lists 324–329 open roles, indicating aggressive headcount growth. [P1](https://careers.nebius.com/?gh_jid=4880997101)[P2](https://careers.nebius.com/?gh_jid=4878037101)\n\n**Geographic expansion:** The hiring map shows four major hubs: (1) Amsterdam — corporate HQ, engineering, models team, security, GTM; (2) London — corporate development, Agentic Search engineering, EMEA commercial operations; (3) Tel Aviv — security, sales (BDR Israel), operations, Venture Ecosystem Lead; (4) United States — data center buildout concentrated in Missouri, Oklahoma, New Jersey, Minnesota, Kansas City, plus NYC/SF for GTM, venture alliances, and SRE. [P1](https://careers.nebius.com/?gh_jid=4880997101)[P2](https://careers.nebius.com/?gh_jid=4878037101)[E1](https://careers.nebius.com/?gh_jid=4751684101)[E2](https://careers.nebius.com/?gh_jid=4754239101)[E17](https://careers.nebius.com/?gh_jid=4902567101)[E19](https://careers.nebius.com/?gh_jid=4902968101)[E24](https://careers.nebius.com/?gh_jid=4906480101)[E29](https://careers.nebius.com/?gh_jid=4907565101)[E30](https://careers.nebius.com/?gh_jid=4902594101)[E31](https://careers.nebius.com/?gh_jid=4852103101)[E32](https://careers.nebius.com/?gh_jid=4765077101)[E33](https://careers.nebius.com/?gh_jid=4866084101)[E34](https://careers.nebius.com/?gh_jid=4902603101)[E35](https://careers.nebius.com/?gh_jid=4866023101)[E36](https://careers.nebius.com/?gh_jid=4902584101)[E38](https://careers.nebius.com/?gh_jid=4906396101)[E39](https://careers.nebius.com/?gh_jid=4906376101)[E40](https://careers.nebius.com/?gh_jid=4824718101)[E41](https://careers.nebius.com/?gh_jid=4824821101)[E46](https://careers.nebius.com/?gh_jid=4826557101)[E50](https://careers.nebius.com/?gh_jid=4906742101)[E51](https://careers.nebius.com/?gh_jid=4905938101)[E55](https://careers.nebius.com/?gh_jid=4752733101)\n\n**Infrastructure buildout:** Multiple Construction Project Manager, Data Center IT Technician, Field Network Technician, Critical Facilities Engineer, Chief Power Engineer, and Technical Program Manager roles across US states and Finland signal a major physical infrastructure expansion. The UK alone represents £1.7B investment for three new NVIDIA-powered sites targeting 65 MW by 2027. [W6](https://techfundingnews.com/why-nebius-is-spending-1-7b-to-build-the-uks-next-generation-of-ai-infrastructure/)[P1](https://careers.nebius.com/?gh_jid=4880997101)[P2](https://careers.nebius.com/?gh_jid=4878037101)[P9](https://careers.nebius.com/?gh_jid=4906419101)[P23](https://careers.nebius.com/?gh_jid=4902567101)[P24](https://careers.nebius.com/?gh_jid=4906742101)[P28](https://careers.nebius.com/?gh_jid=4902584101)[E17](https://careers.nebius.com/?gh_jid=4902567101)[E19](https://careers.nebius.com/?gh_jid=4902968101)[E20](https://careers.nebius.com/?gh_jid=4906419101)[E22](https://careers.nebius.com/?gh_jid=4424714101)[E23](https://careers.nebius.com/?gh_jid=4879925101)[E29](https://careers.nebius.com/?gh_jid=4907565101)[E30](https://careers.nebius.com/?gh_jid=4902594101)[E31](https://careers.nebius.com/?gh_jid=4852103101)[E32](https://careers.nebius.com/?gh_jid=4765077101)[E33](https://careers.nebius.com/?gh_jid=4866084101)[E34](https://careers.nebius.com/?gh_jid=4902603101)[E35](https://careers.nebius.com/?gh_jid=4866023101)[E36](https://careers.nebius.com/?gh_jid=4902584101)[E50](https://careers.nebius.com/?gh_jid=4906742101)[E55](https://careers.nebius.com/?gh_jid=4752733101)[E57](https://careers.nebius.com/?gh_jid=4769976101)\n\n**Commercial scaling:** GTM hiring spans every major region — DACH, Benelux, Middle East, Japan, Korea, APJ, Nordics, UKI, Israel, and US (East and West coasts). Channel partner managers and BDRs suggest a multi-route sales motion. The Director of Pricing & Packaging role implies packaging strategy is being formalized. [P1](https://careers.nebius.com/?gh_jid=4880997101)[P2](https://careers.nebius.com/?gh_jid=4878037101)[P5](https://careers.nebius.com/?gh_jid=4902513101)[E4](https://careers.nebius.com/?gh_jid=4902513101)\n\n**Product-specific team buildouts:** Tavily has dedicated commercial (AE, CSM), marketing (PMM, DevRel, PR, Events), and engineering (Agentic Search Crawler/Index/Runtime) hiring, indicating it is treated as a distinct product line. Physical AI and Media & Entertainment have dedicated GTM directors. [E39](https://careers.nebius.com/?gh_jid=4906376101)[E40](https://careers.nebius.com/?gh_jid=4824718101)[E41](https://careers.nebius.com/?gh_jid=4824821101)[E42](https://careers.nebius.com/?gh_jid=4773806101)[E43](https://careers.nebius.com/?gh_jid=4769272101)[E44](https://careers.nebius.com/?gh_jid=4877981101)[P7](https://careers.nebius.com/?gh_jid=4899905101)[P8](https://careers.nebius.com/?gh_jid=4901783101)[P10](https://careers.nebius.com/?gh_jid=4901779101)[P11](https://careers.nebius.com/?gh_jid=4899887101)[P12](https://careers.nebius.com/?gh_jid=4884062101)[E3](https://careers.nebius.com/?gh_jid=4899887101)[E9](https://careers.nebius.com/?gh_jid=4884062101)[E18](https://careers.nebius.com/?gh_jid=4901779101)[E21](https://careers.nebius.com/?gh_jid=4899905101)[E27](https://careers.nebius.com/?gh_jid=4901783101)[E47](https://careers.nebius.com/?gh_jid=4872559101)\n\n**Research scaling:** The Clarifai acqui-hire brings an established ML research team under a recognized leader (Zeiler). Early-talent AI Researcher roles suggest pipeline building. [W1](https://www.hpcwire.com/aiwire/2026/05/14/nebius-adds-clarifai-engineering-team-licenses-inference-tech/)[P1](https://careers.nebius.com/?gh_jid=4880997101)[P2](https://careers.nebius.com/?gh_jid=4878037101)[P3](https://careers.nebius.com/?gh_jid=4883870101)\n\n## Category implications\n\n**Infrastructure strategy:** The density of data center hardware roles across five US states plus Finland and UK expansions indicates Nebius is pursuing owned/operated physical infrastructure rather than pure colocation or hyperscaler resale. The soperator Kubernetes operator and Terraform provider releases suggest the software layer for managing GPU clusters at scale is a core competency being productized. [P1](https://careers.nebius.com/?gh_jid=4880997101)[P2](https://careers.nebius.com/?gh_jid=4878037101)[P9](https://careers.nebius.com/?gh_jid=4906419101)[P15](https://github.com/nebius/soperator/releases/tag/3.0.8)[P16](https://github.com/nebius/terraform-provider-nebius/releases/tag/v0.6.21)[P17](https://github.com/nebius/soperator/releases/tag/4.0.3)[P19](https://github.com/nebius/soperator/releases/tag/4.1.1)[P23](https://careers.nebius.com/?gh_jid=4902567101)[P24](https://careers.nebius.com/?gh_jid=4906742101)[P28](https://careers.nebius.com/?gh_jid=4902584101)[E17](https://careers.nebius.com/?gh_jid=4902567101)[E19](https://careers.nebius.com/?gh_jid=4902968101)[E20](https://careers.nebius.com/?gh_jid=4906419101)[E22](https://careers.nebius.com/?gh_jid=4424714101)[E29](https://careers.nebius.com/?gh_jid=4907565101)[E30](https://careers.nebius.com/?gh_jid=4902594101)[E31](https://careers.nebius.com/?gh_jid=4852103101)[E32](https://careers.nebius.com/?gh_jid=4765077101)[E33](https://careers.nebius.com/?gh_jid=4866084101)[E34](https://careers.nebius.com/?gh_jid=4902603101)[E35](https://careers.nebius.com/?gh_jid=4866023101)[E36](https://careers.nebius.com/?gh_jid=4902584101)[E50](https://careers.nebius.com/?gh_jid=4906742101)[E55](https://careers.nebius.com/?gh_jid=4752733101)[E57](https://careers.nebius.com/?gh_jid=4769976101)[W6](https://techfundingnews.com/why-nebius-is-spending-1-7b-to-build-the-uks-next-generation-of-ai-infrastructure/)\n\n**Product strategy:** Token Factory, Physical AI Workbench, and Tavily represent three distinct product vectors — model serving/inference, vertical-specific development environments, and agentic search. The Director of Pricing & Packaging hire signals these are being packaged for revenue, not just offered as free infrastructure primitives. The Terraform provider and solutions-library releases suggest a developer-focused, infrastructure-as-code go-to-market. [P3](https://careers.nebius.com/?gh_jid=4883870101)[P5](https://careers.nebius.com/?gh_jid=4902513101)[P16](https://github.com/nebius/terraform-provider-nebius/releases/tag/v0.6.21)[W3](https://www.linkedin.com/posts/nebius_run-physical-ai-workflows-not-glue-code-activity-7468348334575894529--10R)[W4](https://generativeai.pub/how-to-use-nvidia-cosmos3-super-reasoner-with-nebius-token-factory-8e55e8375ba6)[E4](https://careers.nebius.com/?gh_jid=4902513101)[E6](https://careers.nebius.com/?gh_jid=4883870101)[E28](https://github.com/nebius/terraform-provider-nebius/releases/tag/v0.6.21)[E39](https://careers.nebius.com/?gh_jid=4906376101)[E40](https://careers.nebius.com/?gh_jid=4824718101)[E41](https://careers.nebius.com/?gh_jid=4824821101)\n\n**Research implications:** The Clarifai integration under Zeiler as SVP Research signals that Nebius is building in-house frontier research capability rather than relying solely on partner models. The research agenda (multimodal agentic reasoning, world models, token efficiency, long-term memory) overlaps with frontier lab priorities and suggests ambitions beyond infrastructure commoditization. [W1](https://www.hpcwire.com/aiwire/2026/05/14/nebius-adds-clarifai-engineering-team-licenses-inference-tech/)\n\n**Hiring implications:** The simultaneous buildout of hardware infrastructure (data centers), software infrastructure (soperator, Terraform), AI research (Clarifai team, early-talent researchers), and commercial GTM (multi-region AEs, channel, venture ecosystem) implies substantial capital deployment and an expectation of near-term revenue scaling. The UK expansion specifically ties hiring to infrastructure investment. [W6](https://techfundingnews.com/why-nebius-is-spending-1-7b-to-build-the-uks-next-generation-of-ai-infrastructure/)[P1](https://careers.nebius.com/?gh_jid=4880997101)[P2](https://careers.nebius.com/?gh_jid=4878037101)\n\n**GTM implications:** Vertical-specific GTM hires for Physical AI and Media & Entertainment indicate a strategy of targeting compute-intensive AI workloads in specific industries. The venture ecosystem and builder community roles suggest a bottom-up developer adoption motion complementing enterprise sales. The Physical AI Living Lab with NVIDIA is a partnership-driven demand generation model targeting European robotics startups. [E42](https://careers.nebius.com/?gh_jid=4773806101)[E43](https://careers.nebius.com/?gh_jid=4769272101)[E44](https://careers.nebius.com/?gh_jid=4877981101)[P13](https://careers.nebius.com/?gh_jid=4907624101)[P26](https://careers.nebius.com/?gh_jid=4906396101)[E15](https://careers.nebius.com/?gh_jid=4907624101)[E38](https://careers.nebius.com/?gh_jid=4906396101)[W5](https://nebius.com/newsroom/nebius-launches-physical-ai-living-lab-for-uk-and-european-robotics-startups-built-with-nvidia-technologies)\n\n**Competitive implications (category-level only):** The combination of owned data centers, Kubernetes-based GPU orchestration, model serving (Token Factory), and vertical-specific tooling (Physical AI Workbench) positions Nebius as a full-stack AI cloud competing across infrastructure, platform, and application layers. The NVIDIA partnership is deep and multi-dimensional (Cosmos 3, Isaac Lab, Isaac GR00T, physical AI tools), but no cited evidence addresses revenue, market share, or specific competitive wins. [W3](https://www.linkedin.com/posts/nebius_run-physical-ai-workflows-not-glue-code-activity-7468348334575894529--10R)[W4](https://generativeai.pub/how-to-use-nvidia-cosmos3-super-reasoner-with-nebius-token-factory-8e55e8375ba6)[W5](https://nebius.com/newsroom/nebius-launches-physical-ai-living-lab-for-uk-and-european-robotics-startups-built-with-nvidia-technologies)[W6](https://techfundingnews.com/why-nebius-is-spending-1-7b-to-build-the-uks-next-generation-of-ai-infrastructure/)\n\n## Traction highlights\n\n- **Open roles:** 324–329 open positions across all departments and regions. [P1](https://careers.nebius.com/?gh_jid=4880997101)[P2](https://careers.nebius.com/?gh_jid=4878037101)\n- **Customer references:** Revolut and AI biotech startup Prima Mente named as running large-scale production workloads on Nebius. [W6](https://techfundingnews.com/why-nebius-is-spending-1-7b-to-build-the-uks-next-generation-of-ai-infrastructure/)\n- **Infrastructure commitment:** £1.7B UK investment for three new NVIDIA-powered deployments, targeting four sites and 65 MW by 2027. [W6](https://techfundingnews.com/why-nebius-is-spending-1-7b-to-build-the-uks-next-generation-of-ai-infrastructure/)\n- **NVIDIA partnership depth:** Physical AI Workbench integrates Cosmos 3, Isaac Lab, and Isaac GR00T; Physical AI Living Lab co-branded with NVIDIA technologies; Token Factory serves NVIDIA Cosmos3-Super-Reasoner. [W3](https://www.linkedin.com/posts/nebius_run-physical-ai-workflows-not-glue-code-activity-7468348334575894529--10R)[W4](https://generativeai.pub/how-to-use-nvidia-cosmos3-super-reasoner-with-nebius-token-factory-8e55e8375ba6)[W5](https://nebius.com/newsroom/nebius-launches-physical-ai-living-lab-for-uk-and-european-robotics-startups-built-with-nvidia-technologies)\n- **Open-source shipping:** Physical AI Workbench published on GitHub; soperator and terraform-provider-nebius maintained as public repos with regular releases; nebius-solutions-library provides deployable recipes. [P15](https://github.com/nebius/soperator/releases/tag/3.0.8)[P16](https://github.com/nebius/terraform-provider-nebius/releases/tag/v0.6.21)[P17](https://github.com/nebius/soperator/releases/tag/4.0.3)[P18](https://github.com/nebius/nebius-solutions-library/releases/tag/soperator-v3.0.8-1)[P19](https://github.com/nebius/soperator/releases/tag/4.1.1)[P20](https://github.com/nebius/nebius-solutions-library/releases/tag/soperator-v4.0.3-1)[P21](https://github.com/nebius/nebius-solutions-library/releases/tag/soperator-v4.1.1-1)[W3](https://www.linkedin.com/posts/nebius_run-physical-ai-workflows-not-glue-code-activity-7468348334575894529--10R)[E10](https://github.com/nebius/nebius-solutions-library/releases/tag/soperator-v4.1.1-1)[E11](https://github.com/nebius/nebius-solutions-library/releases/tag/soperator-v4.0.3-1)[E12](https://github.com/nebius/soperator/releases/tag/4.0.3)[E14](https://github.com/nebius/soperator/releases/tag/4.1.1)[E25](https://github.com/nebius/nebius-solutions-library/releases/tag/soperator-v3.0.8-1)[E26](https://github.com/nebius/soperator/releases/tag/3.0.8)[E28](https://github.com/nebius/terraform-provider-nebius/releases/tag/v0.6.21)[E49](https://github.com/nebius/nebius-solutions-library/releases/tag/soperator-v4.1.0-1)[E53](https://github.com/nebius/terraform-provider-nebius/releases/tag/v0.6.20)[E58](https://github.com/nebius/soperator/releases/tag/4.1.0)[E59](https://github.com/nebius/terraform-provider-nebius/releases/tag/v0.6.19)[E60](https://github.com/nebius/nebius-solutions-library/releases/tag/main-v2026-06-22)\n- **Talent acquisition:** Clarifai core engineering and research team, including founder/CEO Matthew Zeiler (recognized ML pioneer) joining as SVP Research; inference and compute orchestration technology licensed. [W1](https://www.hpcwire.com/aiwire/2026/05/14/nebius-adds-clarifai-engineering-team-licenses-inference-tech/)\n\nNo cited evidence in this pack for revenue, user counts, GitHub stars, model download numbers, or third-party benchmark rankings.\n\n## Sources\n\n- [P1](https://careers.nebius.com/?gh_jid=4880997101) Nebius careers page snapshot (329 roles, multiple departments/locations), 2026-06-11\n- [P2](https://careers.nebius.com/?gh_jid=4878037101) Nebius careers page snapshot (324 roles), 2026-06-27\n- [P3](https://careers.nebius.com/?gh_jid=4883870101) Senior Software Developer: Models Team (Token Factory) job posting, 2026-06-27\n- [P4](https://careers.nebius.com/?gh_jid=4908085101) Master Data Management Specialist job posting, 2026-06-27\n- [P5](https://careers.nebius.com/?gh_jid=4902513101) Director, Pricing & Packaging job posting, 2026-06-27\n- [P6](https://careers.nebius.com/?gh_jid=4908050101) Operations Specialist job posting, 2026-06-27\n- [P7](https://careers.nebius.com/?gh_jid=4899905101) Product Marketing Manager - Tavily job posting, 2026-06-26\n- [P8](https://careers.nebius.com/?gh_jid=4901783101) Developer Relations & Creative Content Manager - Tavily job posting, 2026-06-26\n- [P9](https://careers.nebius.com/?gh_jid=4906419101) Technical Program Manager, Data Centers job posting, 2026-06-26\n- [P10](https://careers.nebius.com/?gh_jid=4901779101) Public Relations Manager - Tavily job posting, 2026-06-26\n- [P11](https://careers.nebius.com/?gh_jid=4899887101) Trade Show Coordinator - Tavily job posting, 2026-06-26\n- [P12](https://careers.nebius.com/?gh_jid=4884062101) West Enterprise Account Executive - Tavily job posting, 2026-06-26\n- [P13](https://careers.nebius.com/?gh_jid=4907624101) Builder Community Manager job posting, 2026-06-26\n- [P14](https://careers.nebius.com/?gh_jid=4883957101) IP Legal Counsel job posting, 2026-06-26\n- [P15](https://github.com/nebius/soperator/releases/tag/3.0.8) nebius/soperator v3.0.8 release, 2026-06-25\n- [P16](https://github.com/nebius/terraform-provider-nebius/releases/tag/v0.6.21) nebius/terraform-provider-nebius v0.6.21 release, 2026-06-25\n- [P17](https://github.com/nebius/soperator/releases/tag/4.0.3) nebius/soperator v4.0.3 release, 2026-06-25\n- [P18](https://github.com/nebius/nebius-solutions-library/releases/tag/soperator-v3.0.8-1) nebius/nebius-solutions-library soperator-v3.0.8-1 release, 2026-06-25\n- [P19](https://github.com/nebius/soperator/releases/tag/4.1.1) nebius/soperator v4.1.1 release, 2026-06-25\n- [P20](https://github.com/nebius/nebius-solutions-library/releases/tag/soperator-v4.0.3-1) nebius/nebius-solutions-library soperator-v4.0.3-1 release, 2026-06-25\n- [P21](https://github.com/nebius/nebius-solutions-library/releases/tag/soperator-v4.1.1-1) nebius/nebius-solutions-library soperator-v4.1.1-1 release, 2026-06-25\n- [P22](https://careers.nebius.com/?gh_jid=4905938101) Operations Specialist job posting, 2026-06-25\n- [P23](https://careers.nebius.com/?gh_jid=4902567101) Field Network Technician job posting, 2026-06-25\n- [P24](https://careers.nebius.com/?gh_jid=4906742101) Data Center - IT Supply Operations Specialist job posting, 2026-06-25\n- [P25](https://careers.nebius.com/?gh_jid=4826557101) Security Architect job posting, 2026-06-25\n- [P26](https://careers.nebius.com/?gh_jid=4906396101) Venture Ecosystem Lead - Israel job posting, 2026-06-25\n- [P27](https://careers.nebius.com/?gh_jid=4903394101) Lead - Partner Deals job posting, 2026-06-25\n- [P28](https://careers.nebius.com/?gh_jid=4902584101) Data Center IT Technician job posting, 2026-06-25\n- [E1](https://careers.nebius.com/?gh_jid=4751684101) Venture Alliance Lead, East Coast job opened event, 2026-06-26\n- [E2](https://careers.nebius.com/?gh_jid=4754239101) Senior Program Manager, Startup Ecosystem job opened event, 2026-06-26\n- [E3](https://careers.nebius.com/?gh_jid=4899887101) Events Specialist - Tavily job opened event, 2026-06-26\n- [E4](https://careers.nebius.com/?gh_jid=4902513101) Director, Pricing & Packaging job opened event, 2026-06-26\n- [E5](https://careers.nebius.com/?gh_jid=4908050101) Operations Specialist job opened event, 2026-06-26\n- [E6](https://careers.nebius.com/?gh_jid=4883870101) Senior Software Developer: Models Team (Token Factory) job opened event, 2026-06-26\n- [E7](https://careers.nebius.com/?gh_jid=4908085101) Master Data Management Specialist job opened event, 2026-06-26\n- [E8](https://careers.nebius.com/?gh_jid=4878037101) Salesforce Technical Business Analyst job opened event, 2026-06-26\n- [E9](https://careers.nebius.com/?gh_jid=4884062101) West Enterprise Account Executive - Tavily job opened event, 2026-06-26\n- [E10](https://github.com/nebius/nebius-solutions-library/releases/tag/soperator-v4.1.1-1) nebius/nebius-solutions-library soperator-v4.1.1-1 release event, 2026-06-25\n- [E11](https://github.com/nebius/nebius-solutions-library/releases/tag/soperator-v4.0.3-1) nebius/nebius-solutions-library soperator-v4.0.3-1 release event, 2026-06-25\n- [E12](https://github.com/nebius/soperator/releases/tag/4.0.3) nebius/soperator v4.0.3 release event, 2026-06-25\n- [E13](https://careers.nebius.com/?gh_jid=4883957101) IP Legal Counsel job opened event, 2026-06-25\n- [E14](https://github.com/nebius/soperator/releases/tag/4.1.1) nebius/soperator v4.1.1 release event, 2026-06-25\n- [E15](https://careers.nebius.com/?gh_jid=4907624101) Builder Community Manager job opened event, 2026-06-25\n- [E16](https://careers.nebius.com/?gh_jid=4875588101) US PSOC Manager job opened event, 2026-06-25\n- [E17](https://careers.nebius.com/?gh_jid=4902567101) Field Network Technician (Missouri) job opened event, 2026-06-25\n- [E18](https://careers.nebius.com/?gh_jid=4901779101) Public Relations Manager - Tavily job opened event, 2026-06-25\n- [E19](https://careers.nebius.com/?gh_jid=4902968101) Data Center Security Specialist - Oklahoma job opened event, 2026-06-25\n- [E20](https://careers.nebius.com/?gh_jid=4906419101) Technical Program Manager, Data Centers job opened event, 2026-06-25\n- [E21](https://careers.nebius.com/?gh_jid=4899905101) Product Marketing Manager - Tavily job opened event, 2026-06-25\n- [E22](https://careers.nebius.com/?gh_jid=4424714101) Staff Software Engineer in Hardware Infrastructure job opened event, 2026-06-25\n- [E23](https://careers.nebius.com/?gh_jid=4879925101) Transportation Logistics Specialist job opened event, 2026-06-25\n- [E24](https://careers.nebius.com/?gh_jid=4906480101) Senior Site Reliability Engineer (NYC) job opened event, 2026-06-25\n- [E25](https://github.com/nebius/nebius-solutions-library/releases/tag/soperator-v3.0.8-1) nebius/nebius-solutions-library soperator-v3.0.8-1 release event, 2026-06-25\n- [E26](https://github.com/nebius/soperator/releases/tag/3.0.8) nebius/soperator v3.0.8 release event, 2026-06-25\n- [E27](https://careers.nebius.com/?gh_jid=4901783101) Developer Relations & Creative Content Manager - Tavily job opened event, 2026-06-25\n- [E28](https://github.com/nebius/terraform-provider-nebius/releases/tag/v0.6.21) nebius/terraform-provider-nebius v0.6.21 release event, 2026-06-25\n- [E29](https://careers.nebius.com/?gh_jid=4907565101) Regional Asset Manager job opened event, 2026-06-24\n- [E30](https://careers.nebius.com/?gh_jid=4902594101) Technical Project Manager / IT Infrastructure Engineer job opened event, 2026-06-24\n- [E31](https://careers.nebius.com/?gh_jid=4852103101) IT Infrastructure Engineer – RMA & Hardware Diagnostics (Missouri) job opened event, 2026-06-24\n- [E32](https://careers.nebius.com/?gh_jid=4765077101) IT Infrastructure Engineer – RMA & Hardware Diagnostics (Minnesota) job opened event, 2026-06-24\n- [E33](https://careers.nebius.com/?gh_jid=4866084101) Field Network Technician (Oklahoma) job opened event, 2026-06-24\n- [E34](https://careers.nebius.com/?gh_jid=4902603101) Data Center IT Technician - Project Tasks (Missouri) job opened event, 2026-06-24\n- [E35](https://careers.nebius.com/?gh_jid=4866023101) Data Center IT Technician - Project Tasks (Oklahoma) job opened event, 2026-06-24\n- [E36](https://careers.nebius.com/?gh_jid=4902584101) Data Center IT Technician (Missouri) job opened event, 2026-06-24\n- [E37](https://careers.nebius.com/?gh_jid=4903394101) Lead - Partner Deals job opened event, 2026-06-24\n- [E38](https://careers.nebius.com/?gh_jid=4906396101) Venture Ecosystem Lead - Israel job opened event, 2026-06-24\n- [E39](https://careers.nebius.com/?gh_jid=4906376101) Staff / Senior Software Engineer (Agentic Search) - Crawler job opened event, 2026-06-24\n- [E40](https://careers.nebius.com/?gh_jid=4824718101) Staff / Senior Software Engineer (Agentic Search) - Index job opened event, 2026-06-24\n- [E41](https://careers.nebius.com/?gh_jid=4824821101) Staff / Senior Software Engineer (Agentic Search) - Runtime job opened event, 2026-06-24\n- [E42](https://careers.nebius.com/?gh_jid=4773806101) Director, 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