{"subject":{"id":"nebius","slug":"nebius","name":"Nebius","tagline":"Top-tier neocloud when you want list prices + serious clusters. RunPod/Vast still win for hackathon…","website":"https://nebius.com","status":"active","overall":7.75,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-09-14","lastReviewed":"2026-09-14","categoryIds":["cat-gpu-cloud"],"regions":["global","us"],"pricing":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"unit_mismatch","normalizationReason":"unit_mismatch","shape":"sourced_rows","filterable":false,"priceSortEligible":false,"priceSortKeyUsdPerMillionInputTokens":null,"rows":[{"id":"nebius-gpu-hgx-b300","providerId":"nebius","sku":"NVIDIA HGX B300","unit":"usd_per_gpu_hour","amountUsd":9.5,"currency":"USD","sourceUrl":"https://nebius.com/prices","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"On-demand NVIDIA GPU instances, GPU-hour column. Live spot prices on the same page are market-driven and were not stored."},{"id":"nebius-gpu-hgx-b200","providerId":"nebius","sku":"NVIDIA HGX B200","unit":"usd_per_gpu_hour","amountUsd":8.5,"currency":"USD","sourceUrl":"https://nebius.com/prices","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"On-demand NVIDIA GPU instances, GPU-hour column. Live spot prices on the same page are market-driven and were not stored."},{"id":"nebius-gpu-hgx-h200","providerId":"nebius","sku":"NVIDIA HGX H200","unit":"usd_per_gpu_hour","amountUsd":5.4,"currency":"USD","sourceUrl":"https://nebius.com/prices","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"On-demand NVIDIA GPU instances, GPU-hour column. Live spot prices on the same page are market-driven and were not stored."},{"id":"nebius-gpu-hgx-h100","providerId":"nebius","sku":"NVIDIA HGX H100","unit":"usd_per_gpu_hour","amountUsd":4.5,"currency":"USD","sourceUrl":"https://nebius.com/prices","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"On-demand NVIDIA GPU instances, GPU-hour column. Live spot prices on the same page are market-driven and were not stored."},{"id":"nebius-gpu-rtx-pro-6000","providerId":"nebius","sku":"NVIDIA RTX PRO 6000","unit":"usd_per_gpu_hour","amountUsd":1.8,"currency":"USD","sourceUrl":"https://nebius.com/prices","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"On-demand NVIDIA GPU instances, GPU-hour column. Live spot prices on the same page are market-driven and were not stored."}],"notesExcerpt":"As of 2026-09-14 (post Jun 1 2026 list): H100 NVLink $3.85/hr on-demand / $2.15 preemptible; H200 $4.50/$2.45; B200 $7.15/$3.95; B300 $7.85/$4.30; RTX PRO 6000 $1.80/$0.95. Commitment discounts up to ~35%. Full AI cloud (K8s, Slurm, storage) not just bare GPUs.","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://nebius.com","doNotParse":"Do not parse pricingNotes. Use rows only. normalizedUsdPerMillionTokens is a single number only when this provider has exactly one sourced token row. Input/output, context tiers, and non-token units stay null at this level.","gap":"Partial coverage. Providers without a fetched SKU are omitted. See GET /api/pricing."}},"relatedJtbdSlugs":["predictable-gpu","multi-node-training","enterprise-gpu","neocloud-gpu"],"alternatives":[{"id":"coreweave","slug":"coreweave","name":"CoreWeave","tagline":"Enterprise training/inference fleet pick. Skip if you just need a single H100 for an afternoon — use RunPod.","website":"https://www.coreweave.com","status":"active","overall":7.71,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-10-19","deltaOverallVsSubject":-0.04,"roles":["same_jtbd_runner","same_jtbd_pick"],"sharedJtbdSlugs":["predictable-gpu","multi-node-training","enterprise-gpu","neocloud-gpu"],"pricing":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"unit_mismatch","normalizationReason":"unit_mismatch","shape":"sourced_rows","filterable":false,"priceSortEligible":false,"priceSortKeyUsdPerMillionInputTokens":null,"rows":[{"id":"coreweave-gpu-gh200","providerId":"coreweave","sku":"NVIDIA GH200 (1 GPU instance)","unit":"usd_per_gpu_hour","amountUsd":6.5,"currency":"USD","sourceUrl":"https://www.coreweave.com/pricing","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"On-demand price per hour for a 1-GPU instance (North America). 8-GPU HGX instance prices were not divided per GPU."},{"id":"coreweave-inference-single-gpu-h100","providerId":"coreweave","sku":"NVIDIA HGX H100 inference single GPU","unit":"usd_per_gpu_hour","amountUsd":6.16,"currency":"USD","sourceUrl":"https://www.coreweave.com/pricing","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"Column 'Inference Single GPU Price (Per Hour)' (footnote 2; footnote text not shown on the rendered page). Not the 8-GPU instance price."},{"id":"coreweave-inference-single-gpu-h200","providerId":"coreweave","sku":"NVIDIA HGX H200 inference single GPU","unit":"usd_per_gpu_hour","amountUsd":6.31,"currency":"USD","sourceUrl":"https://www.coreweave.com/pricing","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"Column 'Inference Single GPU Price (Per Hour)' (footnote 2; footnote text not shown on the rendered page). Not the 8-GPU instance price."},{"id":"coreweave-inference-single-gpu-b200","providerId":"coreweave","sku":"NVIDIA HGX B200 inference single GPU","unit":"usd_per_gpu_hour","amountUsd":8.6,"currency":"USD","sourceUrl":"https://www.coreweave.com/pricing","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"Column 'Inference Single GPU Price (Per Hour)' (footnote 2; footnote text not shown on the rendered page). Not the 8-GPU instance price."}],"notesExcerpt":"On-demand H100 ~$6+/hr class historically; B200 higher; Kubernetes-native (CKS); often sales for large capacity. Public company.","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-10-19","scoreAsOf":"2026-10-19","website":"https://www.coreweave.com","doNotParse":"Do not parse pricingNotes. Use rows only. normalizedUsdPerMillionTokens is a single number only when this provider has exactly one sourced token row. Input/output, context tiers, and non-token units stay null at this level.","gap":"Partial coverage. Providers without a fetched SKU are omitted. See GET /api/pricing."},"decideHint":"/api/decide?jtbd=predictable-gpu","human":"/providers/coreweave","compare":"/compare/nebius-vs-coreweave"},{"id":"lambda","slug":"lambda","name":"Lambda","tagline":"Best boring GPU cloud for research labs who want clusters without CoreWeave enterprise theater.","website":"https://lambda.ai","status":"active","overall":7.97,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-09-14","deltaOverallVsSubject":0.22,"roles":["same_jtbd_pick","same_jtbd_runner"],"sharedJtbdSlugs":["predictable-gpu","multi-node-training","neocloud-gpu"],"pricing":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"unit_mismatch","normalizationReason":"unit_mismatch","shape":"sourced_rows","filterable":false,"priceSortEligible":false,"priceSortKeyUsdPerMillionInputTokens":null,"rows":[{"id":"lambda-gpu-h100-sxm-8x","providerId":"lambda","sku":"NVIDIA H100 SXM","unit":"usd_per_gpu_hour","amountUsd":3.99,"currency":"USD","sourceUrl":"https://lambda.ai/pricing","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"On-demand instance, PRICE/GPU/HR on the 8x tab (default tab), plus applicable sales tax/VAT/GST. 1x-4x tabs may differ. Not converted to $/1M."},{"id":"lambda-gpu-b200-sxm6-8x","providerId":"lambda","sku":"NVIDIA B200 SXM6","unit":"usd_per_gpu_hour","amountUsd":6.69,"currency":"USD","sourceUrl":"https://lambda.ai/pricing","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"On-demand instance, PRICE/GPU/HR on the 8x tab (default tab), plus applicable sales tax/VAT/GST. 1x-4x tabs may differ. Not converted to $/1M."},{"id":"lambda-gpu-a100-sxm-80gb-8x","providerId":"lambda","sku":"NVIDIA A100 SXM 80GB","unit":"usd_per_gpu_hour","amountUsd":2.79,"currency":"USD","sourceUrl":"https://lambda.ai/pricing","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"On-demand instance, PRICE/GPU/HR on the 8x tab (default tab), plus applicable sales tax/VAT/GST. 1x-4x tabs may differ. Not converted to $/1M."}],"notesExcerpt":"On-demand H100 SXM ~$3.99–4.29/hr; 1-Click Clusters for multi-week reservations; no classic spot tier.","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://lambda.ai","doNotParse":"Do not parse pricingNotes. Use rows only. normalizedUsdPerMillionTokens is a single number only when this provider has exactly one sourced token row. Input/output, context tiers, and non-token units stay null at this level.","gap":"Partial coverage. Providers without a fetched SKU are omitted. See GET /api/pricing."},"decideHint":"/api/decide?jtbd=predictable-gpu","human":"/providers/lambda","compare":"/compare/nebius-vs-lambda"},{"id":"crusoe","slug":"crusoe","name":"Crusoe","tagline":"Solid neocloud when you want SLA + energy story. Not the first stop for hackathon GPUs.","website":"https://www.crusoe.ai","status":"active","overall":7.76,"scoreKind":"curated_estimate","confidence":"medium","scoreAsOf":"2026-09-14","deltaOverallVsSubject":0.01,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["predictable-gpu","multi-node-training","enterprise-gpu"],"pricing":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"unit_mismatch","normalizationReason":"unit_mismatch","shape":"sourced_rows","filterable":false,"priceSortEligible":false,"priceSortKeyUsdPerMillionInputTokens":null,"rows":[{"id":"crusoe-gpu-b300","providerId":"crusoe","sku":"NVIDIA HGX B300 288GB","unit":"usd_per_gpu_hour","amountUsd":9.9,"currency":"USD","sourceUrl":"https://www.crusoe.ai/cloud/pricing","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"On-demand, $/GPU-hr. Spot is contact sales."},{"id":"crusoe-gpu-b200","providerId":"crusoe","sku":"NVIDIA B200 180GB HGX","unit":"usd_per_gpu_hour","amountUsd":8.5,"currency":"USD","sourceUrl":"https://www.crusoe.ai/cloud/pricing","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"On-demand, $/GPU-hr. Spot is contact sales."},{"id":"crusoe-gpu-h200","providerId":"crusoe","sku":"NVIDIA H200 141GB HGX","unit":"usd_per_gpu_hour","amountUsd":5.4,"currency":"USD","sourceUrl":"https://www.crusoe.ai/cloud/pricing","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"On-demand, $/GPU-hr. Spot is contact sales."},{"id":"crusoe-gpu-h100","providerId":"crusoe","sku":"NVIDIA H100 80GB HGX","unit":"usd_per_gpu_hour","amountUsd":4.5,"currency":"USD","sourceUrl":"https://www.crusoe.ai/cloud/pricing","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"On-demand, $/GPU-hr. Spot is contact sales."},{"id":"crusoe-gpu-a100-sxm","providerId":"crusoe","sku":"NVIDIA A100 80GB SXM","unit":"usd_per_gpu_hour","amountUsd":2.3,"currency":"USD","sourceUrl":"https://www.crusoe.ai/cloud/pricing","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"On-demand, $/GPU-hr. Spot is contact sales."},{"id":"crusoe-gpu-a100-pcie","providerId":"crusoe","sku":"NVIDIA A100 80GB PCIe","unit":"usd_per_gpu_hour","amountUsd":2,"currency":"USD","sourceUrl":"https://www.crusoe.ai/cloud/pricing","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"On-demand, $/GPU-hr. Spot is contact sales."},{"id":"crusoe-gpu-l40s","providerId":"crusoe","sku":"NVIDIA L40S 48GB","unit":"usd_per_gpu_hour","amountUsd":1.5,"currency":"USD","sourceUrl":"https://www.crusoe.ai/cloud/pricing","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"On-demand, $/GPU-hr. Spot is contact sales."},{"id":"crusoe-gpu-mi300x","providerId":"crusoe","sku":"AMD MI300X 192GB","unit":"usd_per_gpu_hour","amountUsd":3.45,"currency":"USD","sourceUrl":"https://www.crusoe.ai/cloud/pricing","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"On-demand, $/GPU-hr. Spot is contact sales."}],"notesExcerpt":"As of 2026-09-14: Energy-conscious neocloud GPU capacity; H100 typically mid-neocloud band with SLA-backed dedicated options; some large SKUs sales-gated. Strong sustainability narrative; DX less agent-native than RunPod/Modal.","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://www.crusoe.ai","doNotParse":"Do not parse pricingNotes. Use rows only. normalizedUsdPerMillionTokens is a single number only when this provider has exactly one sourced token row. Input/output, context tiers, and non-token units stay null at this level.","gap":"Partial coverage. Providers without a fetched SKU are omitted. See GET /api/pricing."},"decideHint":"/api/decide?jtbd=predictable-gpu","human":"/providers/crusoe","compare":"/compare/nebius-vs-crusoe"},{"id":"verda","slug":"verda","name":"Verda","tagline":"Top EU list-price neocloud peer to Nebius. Prefer Nebius Depot default for global neocloud; Verda when EU…","website":"https://verda.com","status":"active","overall":8.23,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-09-14","deltaOverallVsSubject":0.48,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["predictable-gpu","neocloud-gpu"],"pricing":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"unit_mismatch","normalizationReason":"unit_mismatch","shape":"sourced_rows","filterable":false,"priceSortEligible":false,"priceSortKeyUsdPerMillionInputTokens":null,"rows":[{"id":"verda-gpu-b200","providerId":"verda","sku":"1x B200 SXM6 180GB","unit":"usd_per_gpu_hour","amountUsd":8.608,"currency":"USD","sourceUrl":"https://verda.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"On-demand 1x GPU instance, USD view, price per hour. Spot (about half) not stored."},{"id":"verda-gpu-h200","providerId":"verda","sku":"1x H200 SXM5 141GB","unit":"usd_per_gpu_hour","amountUsd":6.066,"currency":"USD","sourceUrl":"https://verda.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"On-demand 1x GPU instance, USD view, price per hour. Spot (about half) not stored."},{"id":"verda-gpu-h100","providerId":"verda","sku":"1x H100 SXM5 80GB","unit":"usd_per_gpu_hour","amountUsd":4.652,"currency":"USD","sourceUrl":"https://verda.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"On-demand 1x GPU instance, USD view, price per hour. Spot (about half) not stored."},{"id":"verda-gpu-a100-80gb","providerId":"verda","sku":"1x A100 SXM4 80GB","unit":"usd_per_gpu_hour","amountUsd":2.182,"currency":"USD","sourceUrl":"https://verda.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"On-demand 1x GPU instance, USD view, price per hour. Spot (about half) not stored."},{"id":"verda-gpu-l40s","providerId":"verda","sku":"1x L40S 48GB","unit":"usd_per_gpu_hour","amountUsd":1.845,"currency":"USD","sourceUrl":"https://verda.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"On-demand 1x GPU instance, USD view, price per hour. Spot (about half) not stored."}],"notesExcerpt":"As of 2026-10-27 (verda.com/pricing, formerly DataCrunch; fetched twice 2026-10-27, USD view; the page also has a € EUR view): On-demand 1x GPU instance per hour (stored rows): B200 $8.608, H200 $6.066, H100 SXM5 $4.652, A100 80GB $2.182, L40S $1.845; also listed, not stored: B30…","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://verda.com","doNotParse":"Do not parse pricingNotes. Use rows only. normalizedUsdPerMillionTokens is a single number only when this provider has exactly one sourced token row. Input/output, context tiers, and non-token units stay null at this level.","gap":"Partial coverage. Providers without a fetched SKU are omitted. See GET /api/pricing."},"decideHint":"/api/decide?jtbd=predictable-gpu","human":"/providers/verda","compare":"/compare/nebius-vs-verda"},{"id":"hyperstack","slug":"hyperstack","name":"Hyperstack","tagline":"Solid UK/EU GPU alternative with public card. Nebius/Verda first for neocloud; Hyperstack when UK entity +…","website":"https://www.hyperstack.cloud","status":"active","overall":7.98,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-09-14","deltaOverallVsSubject":0.23,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["predictable-gpu","neocloud-gpu"],"pricing":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"unavailable","normalizationReason":"no_sourced_price","shape":"prose_notes_only","filterable":false,"priceSortEligible":false,"priceSortKeyUsdPerMillionInputTokens":null,"rows":[],"notesExcerpt":"As of 2026-09-14 (hyperstack.cloud/gpu-pricing): On-demand H100 $2.50/hr, H100 NVLink $2.60, H100 SXM $3.20, H200 SXM $3.99, A100 $1.35–1.60, B200 $6.00, B300 $7.40, RTX Pro 6000 SE $1.85. Spot H100 PCIe from $2.00. Reserved H100 from ~$1.75. AI Studio tokens e.g. Llama 3.3 70B $…","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://www.hyperstack.cloud","doNotParse":"Do not parse pricingNotes. Use rows only. normalizedUsdPerMillionTokens is a single number only when this provider has exactly one sourced token row. Input/output, context tiers, and non-token units stay null at this level.","gap":"No sourced price row for this provider. pricingNotes stay prose. See research/gaps.md."},"decideHint":"/api/decide?jtbd=predictable-gpu","human":"/providers/hyperstack","compare":"/compare/nebius-vs-hyperstack"},{"id":"aws-gpu","slug":"aws-gpu","name":"AWS GPU (EC2/P5/SageMaker)","tagline":"Use when AWS is destiny. For greenfield agent GPUs, neoclouds win on price and speed-to-pod.","website":"https://aws.amazon.com/ec2/instance-types/","status":"active","overall":7.72,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-09-14","deltaOverallVsSubject":-0.03,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["multi-node-training","enterprise-gpu"],"pricing":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"unavailable","normalizationReason":"no_sourced_price","shape":"prose_notes_only","filterable":false,"priceSortEligible":false,"priceSortKeyUsdPerMillionInputTokens":null,"rows":[],"notesExcerpt":"P5/P4d etc. often $4–7+/GPU-hr on-demand; Savings Plans/spot help; SageMaker adds managed tax.","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://aws.amazon.com/ec2/instance-types/","doNotParse":"Do not parse pricingNotes. Use rows only. normalizedUsdPerMillionTokens is a single number only when this provider has exactly one sourced token row. Input/output, context tiers, and non-token units stay null at this level.","gap":"No sourced price row for this provider. pricingNotes stay prose. See research/gaps.md."},"decideHint":"/api/decide?jtbd=multi-node-training","human":"/providers/aws-gpu","compare":"/compare/nebius-vs-aws-gpu"},{"id":"massed-compute","slug":"massed-compute","name":"Massed Compute","tagline":"Strong self-serve neocloud with a durable public rate card and owned fleet (not a marketplace). Good…","website":"https://massedcompute.com","status":"active","overall":7.42,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-09-14","deltaOverallVsSubject":-0.33,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["predictable-gpu","neocloud-gpu"],"pricing":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"unit_mismatch","normalizationReason":"unit_mismatch","shape":"sourced_rows","filterable":false,"priceSortEligible":false,"priceSortKeyUsdPerMillionInputTokens":null,"rows":[{"id":"massed-compute-gpu-h100-80gb","providerId":"massed-compute","sku":"H100 (80GB) x1","unit":"usd_per_gpu_hour","amountUsd":2.73,"currency":"USD","sourceUrl":"https://vm.massedcompute.com/pricing","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"On-demand single-GPU (x1) configuration, price per hour. Multi-GPU rows are instance prices and were not divided."},{"id":"massed-compute-gpu-a100-80gb","providerId":"massed-compute","sku":"A100 (80GB) x1","unit":"usd_per_gpu_hour","amountUsd":1.35,"currency":"USD","sourceUrl":"https://vm.massedcompute.com/pricing","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"On-demand single-GPU (x1) configuration, price per hour. Multi-GPU rows are instance prices and were not divided."},{"id":"massed-compute-gpu-l40s","providerId":"massed-compute","sku":"L40S (48GB) x1","unit":"usd_per_gpu_hour","amountUsd":0.97,"currency":"USD","sourceUrl":"https://vm.massedcompute.com/pricing","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"On-demand single-GPU (x1) configuration, price per hour. Multi-GPU rows are instance prices and were not divided."},{"id":"massed-compute-gpu-h200-nvl","providerId":"massed-compute","sku":"H200 NVL (141GB) x1","unit":"usd_per_gpu_hour","amountUsd":3.62,"currency":"USD","sourceUrl":"https://vm.massedcompute.com/pricing","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"On-demand single-GPU (x1) configuration, price per hour. Multi-GPU rows are instance prices and were not divided."},{"id":"massed-compute-gpu-rtx-pro-6000","providerId":"massed-compute","sku":"RTX PRO 6000 Blackwell (96GB) x1","unit":"usd_per_gpu_hour","amountUsd":2.19,"currency":"USD","sourceUrl":"https://vm.massedcompute.com/pricing","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"On-demand single-GPU (x1) configuration, price per hour. Multi-GPU rows are instance prices and were not divided."}],"notesExcerpt":"As of 2026-09-14 (vm.massedcompute.com/pricing official): Owns/operates infra, no bandwidth charges claimed. H100 80GB $2.73/hr (1×); H100 SXM5 $2.89/hr; H100 NVL $3.11/hr; H200 NVL $3.62/hr; A100 80GB $1.35/hr; L40S $0.97/hr; RTX 6000 Ada $0.79/hr; RTX PRO 6000 Blackwell $2.19/h…","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://massedcompute.com","doNotParse":"Do not parse pricingNotes. Use rows only. normalizedUsdPerMillionTokens is a single number only when this provider has exactly one sourced token row. Input/output, context tiers, and non-token units stay null at this level.","gap":"Partial coverage. Providers without a fetched SKU are omitted. See GET /api/pricing."},"decideHint":"/api/decide?jtbd=predictable-gpu","human":"/providers/massed-compute","compare":"/compare/nebius-vs-massed-compute"},{"id":"runpod","slug":"runpod","name":"RunPod","tagline":"Depot default for self-serve GPUs. Secure Cloud for anything customer-facing; Community/spot for batch.","website":"https://www.runpod.io","status":"active","overall":8.32,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-10-19","deltaOverallVsSubject":0.57,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["predictable-gpu"],"pricing":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"unit_mismatch","normalizationReason":"unit_mismatch","shape":"sourced_rows","filterable":false,"priceSortEligible":false,"priceSortKeyUsdPerMillionInputTokens":null,"rows":[{"id":"runpod-pod-h100-sxm-secure","providerId":"runpod","sku":"H100 SXM Pod (Secure Cloud)","unit":"usd_per_gpu_hour","amountUsd":3.99,"currency":"USD","sourceUrl":"https://www.runpod.io/pricing","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"On-demand Pod, Secure Cloud, per GPU per hour (page default view). Not converted to $/1M."},{"id":"runpod-pod-h100-sxm-community","providerId":"runpod","sku":"H100 SXM Pod (Community Cloud)","unit":"usd_per_gpu_hour","amountUsd":2.69,"currency":"USD","sourceUrl":"https://www.runpod.io/pricing","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"On-demand Pod, Community Cloud (third-party hosts), per GPU per hour. Not converted to $/1M."},{"id":"runpod-pod-h200-secure","providerId":"runpod","sku":"H200 Pod (Secure Cloud)","unit":"usd_per_gpu_hour","amountUsd":5.29,"currency":"USD","sourceUrl":"https://www.runpod.io/pricing","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"On-demand Pod, Secure Cloud, per GPU per hour (page default view). Not converted to $/1M."},{"id":"runpod-pod-h200-community","providerId":"runpod","sku":"H200 Pod (Community Cloud)","unit":"usd_per_gpu_hour","amountUsd":3.59,"currency":"USD","sourceUrl":"https://www.runpod.io/pricing","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"On-demand Pod, Community Cloud (third-party hosts), per GPU per hour. Not converted to $/1M."},{"id":"runpod-pod-b200-secure","providerId":"runpod","sku":"B200 Pod (Secure Cloud)","unit":"usd_per_gpu_hour","amountUsd":7.99,"currency":"USD","sourceUrl":"https://www.runpod.io/pricing","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"On-demand Pod, Secure Cloud, per GPU per hour (page default view). Not converted to $/1M."},{"id":"runpod-pod-b200-community","providerId":"runpod","sku":"B200 Pod (Community Cloud)","unit":"usd_per_gpu_hour","amountUsd":5.98,"currency":"USD","sourceUrl":"https://www.runpod.io/pricing","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"On-demand Pod, Community Cloud (third-party hosts), per GPU per hour. Not converted to $/1M."},{"id":"runpod-pod-a100-sxm-secure","providerId":"runpod","sku":"A100 SXM Pod (Secure Cloud)","unit":"usd_per_gpu_hour","amountUsd":1.79,"currency":"USD","sourceUrl":"https://www.runpod.io/pricing","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"On-demand Pod, Secure Cloud, per GPU per hour (page default view). Not converted to $/1M."},{"id":"runpod-pod-a100-sxm-community","providerId":"runpod","sku":"A100 SXM Pod (Community Cloud)","unit":"usd_per_gpu_hour","amountUsd":1.39,"currency":"USD","sourceUrl":"https://www.runpod.io/pricing","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"On-demand Pod, Community Cloud (third-party hosts), per GPU per hour. Not converted to $/1M."},{"id":"runpod-pod-l40s-secure","providerId":"runpod","sku":"L40S Pod (Secure Cloud)","unit":"usd_per_gpu_hour","amountUsd":1.09,"currency":"USD","sourceUrl":"https://www.runpod.io/pricing","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"On-demand Pod, Secure Cloud, per GPU per hour (page default view). Not converted to $/1M."},{"id":"runpod-pod-l40s-community","providerId":"runpod","sku":"L40S Pod (Community Cloud)","unit":"usd_per_gpu_hour","amountUsd":0.79,"currency":"USD","sourceUrl":"https://www.runpod.io/pricing","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"On-demand Pod, Community Cloud (third-party hosts), per GPU per hour. Not converted to $/1M."},{"id":"runpod-pod-rtx-4090-secure","providerId":"runpod","sku":"RTX 4090 Pod (Secure Cloud)","unit":"usd_per_gpu_hour","amountUsd":0.89,"currency":"USD","sourceUrl":"https://www.runpod.io/pricing","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"On-demand Pod, Secure Cloud, per GPU per hour (page default view). Not converted to $/1M."},{"id":"runpod-pod-rtx-4090-community","providerId":"runpod","sku":"RTX 4090 Pod (Community Cloud)","unit":"usd_per_gpu_hour","amountUsd":0.34,"currency":"USD","sourceUrl":"https://www.runpod.io/pricing","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"On-demand Pod, Community Cloud (third-party hosts), per GPU per hour. Not converted to $/1M."}],"notesExcerpt":"Secure Cloud + Community Cloud; serverless per-second; H100 often ~$2–3+/hr depending tier; spot cheaper.","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-10-19","scoreAsOf":"2026-10-19","website":"https://www.runpod.io","doNotParse":"Do not parse pricingNotes. Use rows only. normalizedUsdPerMillionTokens is a single number only when this provider has exactly one sourced token row. Input/output, context tiers, and non-token units stay null at this level.","gap":"Partial coverage. Providers without a fetched SKU are omitted. See GET /api/pricing."},"decideHint":"/api/decide?jtbd=predictable-gpu","human":"/providers/runpod","compare":"/compare/nebius-vs-runpod"},{"id":"koyeb","slug":"koyeb","name":"Koyeb","tagline":"Serverless GPU/app peer for EU-friendly deploys. Depot neocloud pick stays Nebius; interruptible Salad…","website":"https://www.koyeb.com","status":"active","overall":8.12,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-09-14","deltaOverallVsSubject":0.37,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["neocloud-gpu"],"pricing":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"unavailable","normalizationReason":"no_sourced_price","shape":"prose_notes_only","filterable":false,"priceSortEligible":false,"priceSortKeyUsdPerMillionInputTokens":null,"rows":[],"notesExcerpt":"As of 2026-09-14 (koyeb.com/pricing): Per-second serverless. GPUs: RTX-4000 $0.50; L4 $0.70; A6000 $0.75; L40S $1.20; A100 $1.60; A100 SXM $2.15; H100 **$2.50**; H200 $3.00; B200 $5.50 (multi-GPU SKUs listed). Pro $29/mo +compute ($10 included); Scale $299; Enterprise custom. Pos…","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://www.koyeb.com","doNotParse":"Do not parse pricingNotes. Use rows only. normalizedUsdPerMillionTokens is a single number only when this provider has exactly one sourced token row. Input/output, context tiers, and non-token units stay null at this level.","gap":"No sourced price row for this provider. pricingNotes stay prose. See research/gaps.md."},"decideHint":"/api/decide?jtbd=neocloud-gpu","human":"/providers/koyeb","compare":"/compare/nebius-vs-koyeb"},{"id":"gcore","slug":"gcore","name":"Gcore","tagline":"EU inference bargain on published H100 €/hr. Pair with Mistral/Scaleway for model APIs; Verda when you need…","website":"https://gcore.com","status":"active","overall":8.01,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-09-14","deltaOverallVsSubject":0.26,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["neocloud-gpu"],"pricing":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"unavailable","normalizationReason":"no_sourced_price","shape":"prose_notes_only","filterable":false,"priceSortEligible":false,"priceSortKeyUsdPerMillionInputTokens":null,"rows":[],"notesExcerpt":"As of 2026-09-14 (gcore.com/pricing/ai): Everywhere Inference per-hour — 1×H100 €1.53, 1×A100 €1.26, 1×L40S €1.08 (ex-VAT). Virtual GPU 1×H100 €2.36/hr. Bare-metal 8×H100/H200/B300/GB300 clusters sales/calculator. Luxembourg-rooted edge/CDN company with EU sovereignty narrative.","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://gcore.com","doNotParse":"Do not parse pricingNotes. Use rows only. normalizedUsdPerMillionTokens is a single number only when this provider has exactly one sourced token row. Input/output, context tiers, and non-token units stay null at this level.","gap":"No sourced price row for this provider. pricingNotes stay prose. See research/gaps.md."},"decideHint":"/api/decide?jtbd=neocloud-gpu","human":"/providers/gcore","compare":"/compare/nebius-vs-gcore"},{"id":"gcp-gpu","slug":"gcp-gpu","name":"GCP GPU (Compute/GKE)","tagline":"Fine inside GCP. Quota tickets will humble you — plan capacity early.","website":"https://cloud.google.com/compute/docs/gpus","status":"active","overall":7.59,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-09-14","deltaOverallVsSubject":-0.16,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["enterprise-gpu"],"pricing":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"unavailable","normalizationReason":"no_sourced_price","shape":"prose_notes_only","filterable":false,"priceSortEligible":false,"priceSortKeyUsdPerMillionInputTokens":null,"rows":[],"notesExcerpt":"A100/H100 via GCE/GKE; committed use discounts; tight Vertex coupling.","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://cloud.google.com/compute/docs/gpus","doNotParse":"Do not parse pricingNotes. Use rows only. normalizedUsdPerMillionTokens is a single number only when this provider has exactly one sourced token row. Input/output, context tiers, and non-token units stay null at this level.","gap":"No sourced price row for this provider. pricingNotes stay prose. See research/gaps.md."},"decideHint":"/api/decide?jtbd=enterprise-gpu","human":"/providers/gcp-gpu","compare":"/compare/nebius-vs-gcp-gpu"},{"id":"azure-gpu","slug":"azure-gpu","name":"Azure GPU (N-series/ND)","tagline":"Microsoft-shop GPU default. Everyone else should compare RunPod/Lambda first.","website":"https://azure.microsoft.com/products/virtual-machines/","status":"active","overall":7.47,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-09-14","deltaOverallVsSubject":-0.28,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["enterprise-gpu"],"pricing":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"unavailable","normalizationReason":"no_sourced_price","shape":"prose_notes_only","filterable":false,"priceSortEligible":false,"priceSortKeyUsdPerMillionInputTokens":null,"rows":[],"notesExcerpt":"ND/NC-series GPUs; enterprise agreements; often paired with Azure ML.","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://azure.microsoft.com/products/virtual-machines/","doNotParse":"Do not parse pricingNotes. Use rows only. normalizedUsdPerMillionTokens is a single number only when this provider has exactly one sourced token row. Input/output, context tiers, and non-token units stay null at this level.","gap":"No sourced price row for this provider. pricingNotes stay prose. See research/gaps.md."},"decideHint":"/api/decide?jtbd=enterprise-gpu","human":"/providers/azure-gpu","compare":"/compare/nebius-vs-azure-gpu"}],"rankContract":{"style":"editorial_weighted","notAnElo":true,"note":"deltaOverallVsSubject is Depot overall (0–10) minus the subject. It is not Arena Elo and not an Artificial Analysis index."},"freshness":{"scoreAsOfMin":"2026-09-14","scoreAsOfMax":"2026-10-19","contractAsOf":"2026-10-03"},"honesty":["Alternatives are other catalog providers that share a JTBD as pick or runner-up. If fewer than three exist, same-category active providers fill the list and are labeled same_category.","Overall deltas are catalog scores. kind=curated_estimate is not a lab measurement.","Pricing rows are sourced or explicitly null. Do not parse pricingNotes. A single normalized USD figure is set only for a provider with exactly one token row."],"links":{"human":"/alternatives/nebius","machine":"/api/alternatives?provider=nebius","provider":"/api/providers/nebius","canonical":"/api/canonical"}}