{"subject":{"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","lastReviewed":"2026-10-19","categoryIds":["cat-gpu-cloud"],"regions":["us","eu"],"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). 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See GET /api/pricing."}},"relatedJtbdSlugs":["predictable-gpu","multi-node-training","enterprise-gpu","production-inference-fleet","neocloud-gpu","ray-distributed-agents"],"alternatives":[{"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":0.26,"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. 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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":0.61,"roles":["same_jtbd_runner","same_jtbd_pick"],"sharedJtbdSlugs":["predictable-gpu","production-inference-fleet"],"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/coreweave-vs-runpod"},{"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","deltaOverallVsSubject":0.04,"roles":["same_jtbd_pick"],"sharedJtbdSlugs":["neocloud-gpu"],"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."},"decideHint":"/api/decide?jtbd=neocloud-gpu","human":"/providers/nebius","compare":"/compare/coreweave-vs-nebius"},{"id":"anyscale","slug":"anyscale","name":"Anyscale","tagline":"Default when your agent stack already is Ray or you need serious multi-node Python. For simple serverless GPU…","website":"https://www.anyscale.com","status":"active","overall":7.46,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-09-14","deltaOverallVsSubject":-0.25,"roles":["same_jtbd_pick"],"sharedJtbdSlugs":["ray-distributed-agents"],"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 (anyscale.com/pricing): PAYG in Anyscale Credits, no monthly platform fee. Hosted examples: CPU AC 0.0135/hr; T4 0.5682; L4 0.9542; A10G 1.3635; A100 4.9591; H/B/GB families listed as contact. Hosted (Anyscale-managed, limited regions) vs BYOC (your VPC, use exis…","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://www.anyscale.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=ray-distributed-agents","human":"/providers/anyscale","compare":"/compare/coreweave-vs-anyscale"},{"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":0.05,"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. 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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. 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GPU list rates per second: H100 SXM5 '$0.001097', H200 SXM '$0.001261', B200 '$0.001736', A100 80 GB '$0.000694', L40S '$0…","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-10-19","scoreAsOf":"2026-10-19","website":"https://modal.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=production-inference-fleet","human":"/providers/modal","compare":"/compare/coreweave-vs-modal"},{"id":"verda","slug":"verda","name":"Verda","tagline":"Top EU list-price neocloud peer to Nebius. 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See GET /api/pricing."},"decideHint":"/api/decide?jtbd=predictable-gpu","human":"/providers/verda","compare":"/compare/coreweave-vs-verda"},{"id":"hyperstack","slug":"hyperstack","name":"Hyperstack","tagline":"Solid UK/EU GPU alternative with public card. 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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/coreweave-vs-hyperstack"},{"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). 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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. 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