{"slug":"nebius","name":"Nebius","domain":"nebius.com","verdict":"As of 2026-08-10, ChatGPT, Claude, Gemini, Grok collectively rank Nebius #3 of 8 for gpu clouds for multi-node llm training (one of 2 leaderboards it appears on). Source: https://modelsagree.com/product/nebius (modelsagree.com, CC BY 4.0).","best_rank":3,"categories":2,"entries":[{"slug":"best-gpu-clouds-for-multi-node-llm-training","title":"Best GPU clouds for multi-node LLM training","rank":3,"of":8,"score":10,"appearances":3,"modelRanks":{"ChatGPT":3,"Claude":2,"Grok":3},"reason":"AI-native cloud with InfiniBand-connected GB200/H200 clusters, a managed Slurm/Kubernetes training stack, and among the best price/performance in the category — a strong value pick for practitioners who want real multi-node fabric without hyperscaler markup.","reasons":[{"model":"Claude","reason":"AI-native cloud with InfiniBand-connected GB200/H200 clusters, a managed Slurm/Kubernetes training stack, and among the best price/performance in the category — a strong value pick for practitioners who want real multi-node fabric without hyperscaler markup."},{"model":"ChatGPT","reason":"Near-tie with Crusoe for cost-conscious teams: H200/B200/B300 clusters, 400 Gbps InfiniBand per GPU, per-second billing, competitive preemptible rates, managed Kubernetes, and a capable Slurm-on-Kubernetes stack."},{"model":"Grok","reason":"Self-service InfiniBand fat-tree fabric, managed Soperator Slurm, NVIDIA Exemplar validation, competitive H"}],"fixes":[{"model":"ChatGPT","fix":"Fabric capacity and GPU choice vary materially by region, so it is not for workloads needing interchangeable global deployment locations."},{"model":"Claude","fix":"Smaller, largely EU-centric footprint and shorter track record mean tighter capacity and less regional choice for very large or latency-sensitive jobs."}],"updated":"2026-08-10","rank_history":{"days":["2026-08-03","2026-08-10"],"ranks":[4,3]},"api":"https://modelsagree.com/api/v1/best/best-gpu-clouds-for-multi-node-llm-training.json"},{"slug":"best-gpu-cloud-for-training","title":"Best GPU cloud for training","rank":4,"of":10,"score":4,"appearances":2,"modelRanks":{"ChatGPT":4,"Claude":4},"reason":"Strong price-performance for distributed training, with modern NVIDIA GPU clusters, InfiniBand-class networking, managed Kubernetes and Slurm tooling, and an AI-focused cloud architecture without hyperscaler complexity","reasons":[{"model":"ChatGPT","reason":"Strong price-performance for distributed training, with modern NVIDIA GPU clusters, InfiniBand-class networking, managed Kubernetes and Slurm tooling, and an AI-focused cloud architecture without hyperscaler complexity"},{"model":"Claude","reason":"Aggressive price-performance on H100/H200/B200 clusters with proper InfiniBand fabric, a real self-serve console plus managed Slurm/K8s, and rapid capacity growth — near-tie with Together AI for this slot"}],"fixes":[{"model":"ChatGPT","fix":"Its smaller regional footprint and younger ecosystem make it a weaker choice when broad geographic coverage or extensive third-party integrations are mandatory"},{"model":"Claude","fix":"Younger track record and thinner ecosystem/support in North America than incumbents; risk-averse enterprises may hesitate"}],"updated":"2026-07-15","rank_history":{"days":["2026-06-29","2026-06-30","2026-07-08","2026-07-09","2026-07-10","2026-07-12","2026-07-13","2026-07-14","2026-07-15"],"ranks":[3,4,null,5,null,5,4,4,4]},"reasoning_shift":[{"model":"Claude","from":"2026-07-13","to":"2026-07-14","added":[{"t":"rapid capacity growth","q":"rapid capacity growth"},{"t":"near-tie with Together AI","q":"near-tie with Together AI for this slot"},{"t":"North America support","q":"thinner ecosystem/support in North America than incumbents"}],"dropped":[{"t":"multi-node jobs actually work","q":"actually work for multi-node jobs"},{"t":"8–512 GPU startup scale","q":"startup or lab training/fine-tuning at 8–512 GPU scale without a reserved-contract negotiating team"},{"t":"managed-services integration gaps","q":"deep managed-services integration (data, security reviews, private networking into an existing stack)"}]}],"api":"https://modelsagree.com/api/v1/best/best-gpu-cloud-for-training.json"}],"page":"https://modelsagree.com/product/nebius","check":"https://modelsagree.com/check?q=Nebius","updated":"2026-08-10T18:18:45.051Z","attribution":"modelsagree.com, CC BY 4.0"}