{"subject":{"id":"shadeform","slug":"shadeform","name":"Shadeform","tagline":"Use as a router/compare layer across GPU clouds. Still pin production to a known underlying provider.","website":"https://shadeform.com","status":"active","overall":7.09,"scoreKind":"curated_estimate","confidence":"medium","scoreAsOf":"2026-09-14","lastReviewed":"2026-09-14","categoryIds":["cat-gpu-cloud"],"regions":["global","us"],"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: GPU marketplace aggregating 30+ clouds with unified API/billing; prices are provider-pass-through (not Shadeform's own SKUs). 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See research/gaps.md."},"decideHint":"/api/decide?jtbd=cheap-gpu","human":"/providers/vast-ai","compare":"/compare/shadeform-vs-vast-ai"},{"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":0.88,"roles":["same_jtbd_pick"],"sharedJtbdSlugs":["predictable-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. 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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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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. 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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":1.14,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["cheap-gpu","predictable-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=cheap-gpu","human":"/providers/verda","compare":"/compare/shadeform-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":0.89,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["predictable-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/shadeform-vs-hyperstack"},{"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":0.67,"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":"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/shadeform-vs-crusoe"},{"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":0.62,"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":"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/shadeform-vs-coreweave"},{"id":"oracle-gpu","slug":"oracle-gpu","name":"Oracle Cloud GPU","tagline":"Secret weapon for cheap cloud GPUs if you tolerate OCI quirks. Not the agent-native DX winner.","website":"https://www.oracle.com/cloud/compute/gpu/","status":"active","overall":7.65,"scoreKind":"curated_estimate","confidence":"medium","scoreAsOf":"2026-09-14","deltaOverallVsSubject":0.56,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["cheap-gpu"],"pricing":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"unit_mismatch","normalizationReason":"unit_mismatch","shape":"sourced_rows","filterable":false,"priceSortEligible":false,"priceSortKeyUsdPerMillionInputTokens":null,"rows":[{"id":"oracle-gpu-h100","providerId":"oracle-gpu","sku":"BM.GPU.H100.8","unit":"usd_per_gpu_hour","amountUsd":10,"currency":"USD","sourceUrl":"https://www.oracle.com/cloud/compute/gpu/pricing/","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"Page lists the price per GPU per hour (not per instance)."},{"id":"oracle-gpu-h200","providerId":"oracle-gpu","sku":"BM.GPU.H200.8","unit":"usd_per_gpu_hour","amountUsd":10,"currency":"USD","sourceUrl":"https://www.oracle.com/cloud/compute/gpu/pricing/","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"Page lists the price per GPU per hour (not per instance)."},{"id":"oracle-gpu-a100-80gb","providerId":"oracle-gpu","sku":"BM.GPU.A100-v2.8 (A100 80GB)","unit":"usd_per_gpu_hour","amountUsd":4,"currency":"USD","sourceUrl":"https://www.oracle.com/cloud/compute/gpu/pricing/","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"Page lists the price per GPU per hour (not per instance)."},{"id":"oracle-gpu-l40s","providerId":"oracle-gpu","sku":"BM.GPU.L40S-NC.4","unit":"usd_per_gpu_hour","amountUsd":3.5,"currency":"USD","sourceUrl":"https://www.oracle.com/cloud/compute/gpu/pricing/","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"Page lists the price per GPU per hour (not per instance)."},{"id":"oracle-gpu-a10","providerId":"oracle-gpu","sku":"VM.GPU.A10.1","unit":"usd_per_gpu_hour","amountUsd":2,"currency":"USD","sourceUrl":"https://www.oracle.com/cloud/compute/gpu/pricing/","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"Page lists the price per GPU per hour (not per instance)."}],"notesExcerpt":"As of 2026-09-14: OCI GPU instances with historically aggressive promotional pricing vs AWS/Azure/GCP; enterprise contracts and free-tier-adjacent CPU still part of the story. DX and marketplace friction remain the tradeoff vs RunPod/Lambda.","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://www.oracle.com/cloud/compute/gpu/","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=cheap-gpu","human":"/providers/oracle-gpu","compare":"/compare/shadeform-vs-oracle-gpu"},{"id":"thunder-compute","slug":"thunder-compute","name":"Thunder Compute","tagline":"Indie-friendly A100/H100 when you want simpler than Vast marketplace. RunPod/Salad for interruptible fleets…","website":"https://www.thundercompute.com","status":"active","overall":7.56,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-09-14","deltaOverallVsSubject":0.47,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["cheap-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 (thundercompute.com/pricing): Per-minute billing. A100 80GB $1.09/hr; H100 PCIe $3.20/hr; L40 $0.79; RTX A6000 $0.35. Multi-GPU listed (e.g. 2×A100 $2.18, 2×H100 $6.40 class). Snapshots $0.05/GB/mo; extra vCPU $0.04/hr; no egress fees claimed.","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://www.thundercompute.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=cheap-gpu","human":"/providers/thunder-compute","compare":"/compare/shadeform-vs-thunder-compute"},{"id":"fluidstack","slug":"fluidstack","name":"FluidStack","tagline":"Useful opportunistic H100 capacity if the live console quote clears ~$2.1–2.5/hr. Remain medium until a…","website":"https://www.fluidstack.io","status":"active","overall":7.46,"scoreKind":"curated_estimate","confidence":"medium","scoreAsOf":"2026-09-14","deltaOverallVsSubject":0.37,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["cheap-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: Official fluidstack.io homepage still has no durable public rate card (capacity/mission positioning). Aggregator trackers disagree: GPUPerHour ~$2.10/hr H100 SXM; gpucloudprices June-2026 ~$2.89; A100 ~$1.30–$1.49; H200 ~$2.30–$3.49. Per-minute billing; spot/res…","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://www.fluidstack.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":"No sourced price row for this provider. pricingNotes stay prose. See research/gaps.md."},"decideHint":"/api/decide?jtbd=cheap-gpu","human":"/providers/fluidstack","compare":"/compare/shadeform-vs-fluidstack"},{"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"],"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/shadeform-vs-massed-compute"},{"id":"tensordock","slug":"tensordock","name":"TensorDock","tagline":"Cheap GPU peer to Vast/RunPod community. Fine for interruptible training/batch; not regulated PII.","website":"https://tensordock.com","status":"active","overall":7.08,"scoreKind":"curated_estimate","confidence":"medium","scoreAsOf":"2026-09-14","deltaOverallVsSubject":-0.01,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["gpu-marketplace-router"],"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: Marketplace GPU cloud; published examples H100 SXM5 from ~$2.25/hr, A100 SXM4 ~$1.80, RTX 4090 ~$0.35 (host-dependent). Per-second billing for CPU/RAM/disk add-ons. Host variability like other marketplaces.","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://tensordock.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=gpu-marketplace-router","human":"/providers/tensordock","compare":"/compare/shadeform-vs-tensordock"}],"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/shadeform","machine":"/api/alternatives?provider=shadeform","provider":"/api/providers/shadeform","canonical":"/api/canonical"}}