{"subject":{"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","lastReviewed":"2026-09-14","categoryIds":["cat-gpu-cloud","cat-train-finetune"],"regions":["us"],"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."}},"relatedJtbdSlugs":["predictable-gpu","multi-node-training","finetune","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":-0.26,"roles":["same_jtbd_runner","same_jtbd_pick"],"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":"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/lambda-vs-coreweave"},{"id":"together","slug":"together","name":"Together AI","tagline":"Best catalog breadth for OSS models. Watch minimums and lifetime spend gates before you design around a gated…","website":"https://www.together.ai","status":"active","overall":8.2,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-09-14","deltaOverallVsSubject":0.23,"roles":["same_jtbd_pick"],"sharedJtbdSlugs":["finetune"],"pricing":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"ambiguous","normalizationReason":"input_output_split_not_a_single_rate","shape":"sourced_rows","filterable":false,"priceSortEligible":true,"priceSortKeyUsdPerMillionInputTokens":0.15,"rows":[{"id":"together-llama-33-70b-input","providerId":"together","sku":"Llama 3.3 70B","unit":"usd_per_million_input_tokens","amountUsd":1.04,"currency":"USD","sourceUrl":"https://www.together.ai/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":1.04,"normalizationReason":null,"priceSortEligible":true,"qualifier":"Serverless price-per-1M-tokens table. A separate fine-tune table also lists Llama 3.3 70B at different numbers and was not used."},{"id":"together-llama-33-70b-output","providerId":"together","sku":"Llama 3.3 70B","unit":"usd_per_million_output_tokens","amountUsd":1.04,"currency":"USD","sourceUrl":"https://www.together.ai/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":1.04,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":null},{"id":"together-deepseek-v4-pro-0813-input","providerId":"together","sku":"DeepSeek V4 Pro 0813","unit":"usd_per_million_input_tokens","amountUsd":1.32,"currency":"USD","sourceUrl":"https://www.together.ai/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":1.32,"normalizationReason":null,"priceSortEligible":true,"qualifier":"Serverless price-per-1M-tokens table. A separate fine-tune table also lists Llama 3.3 70B at different numbers and was not used."},{"id":"together-deepseek-v4-pro-0813-output","providerId":"together","sku":"DeepSeek V4 Pro 0813","unit":"usd_per_million_output_tokens","amountUsd":3.96,"currency":"USD","sourceUrl":"https://www.together.ai/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":3.96,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":null},{"id":"together-deepseek-v4-pro-0813-cached","providerId":"together","sku":"DeepSeek V4 Pro 0813","unit":"usd_per_million_cached_input_tokens","amountUsd":0.13,"currency":"USD","sourceUrl":"https://www.together.ai/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.13,"normalizationReason":"cached_input_not_a_single_rate","priceSortEligible":false,"qualifier":null},{"id":"together-gpt-oss-120b-input","providerId":"together","sku":"gpt-oss-120B","unit":"usd_per_million_input_tokens","amountUsd":0.15,"currency":"USD","sourceUrl":"https://www.together.ai/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.15,"normalizationReason":null,"priceSortEligible":true,"qualifier":"Serverless price-per-1M-tokens table. A separate fine-tune table also lists Llama 3.3 70B at different numbers and was not used."},{"id":"together-gpt-oss-120b-output","providerId":"together","sku":"gpt-oss-120B","unit":"usd_per_million_output_tokens","amountUsd":0.6,"currency":"USD","sourceUrl":"https://www.together.ai/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.6,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":null},{"id":"together-glm-53-flash-input","providerId":"together","sku":"GLM-5.3-Flash","unit":"usd_per_million_input_tokens","amountUsd":0.15,"currency":"USD","sourceUrl":"https://www.together.ai/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.15,"normalizationReason":null,"priceSortEligible":true,"qualifier":"Serverless price-per-1M-tokens table. A separate fine-tune table also lists Llama 3.3 70B at different numbers and was not used."},{"id":"together-glm-53-flash-output","providerId":"together","sku":"GLM-5.3-Flash","unit":"usd_per_million_output_tokens","amountUsd":0.5,"currency":"USD","sourceUrl":"https://www.together.ai/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.5,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":null},{"id":"together-glm-53-flash-cached","providerId":"together","sku":"GLM-5.3-Flash","unit":"usd_per_million_cached_input_tokens","amountUsd":0.03,"currency":"USD","sourceUrl":"https://www.together.ai/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.03,"normalizationReason":"cached_input_not_a_single_rate","priceSortEligible":false,"qualifier":null}],"notesExcerpt":"As of 2026-09-14: Open-model inference + fine-tune on one OpenAI-compatible API; competitive per-token rates (often ~$0.15–$0.90/MTok class depending on model). Strong for Llama/Qwen/DeepSeek families; Dedicated endpoints available.","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://www.together.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=finetune","human":"/providers/together","compare":"/compare/lambda-vs-together"},{"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":-0.22,"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/lambda-vs-nebius"},{"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":0.26,"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/lambda-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":0.01,"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/lambda-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":-0.21,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["predictable-gpu","multi-node-training"],"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/lambda-vs-crusoe"},{"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":-0.55,"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/lambda-vs-massed-compute"},{"id":"unsloth","slug":"unsloth","name":"Unsloth","tagline":"Depot OSS fine-tune default. Hosted LoRA → Predibase/Fireworks/Together; dead OpenPipe → do not resurrect…","website":"https://unsloth.ai","status":"active","overall":8.52,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-09-14","deltaOverallVsSubject":0.55,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["finetune"],"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 (unsloth.ai/pricing): Free OSS local training (4/16-bit LoRA, Llama/Mistral/Gemma). Pro/Enterprise = contact-sales speed/VRAM multi-GPU claims (2.5×–30× marketing). No Unsloth-hosted GPU rate card — pair with HF Jobs / RunPod / Modal for cloud GPUs. HF blog docum…","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://unsloth.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":"No sourced price row for this provider. pricingNotes stay prose. See research/gaps.md."},"decideHint":"/api/decide?jtbd=finetune","human":"/providers/unsloth","compare":"/compare/lambda-vs-unsloth"},{"id":"modal","slug":"modal","name":"Modal","tagline":"Depot darling for Python agent backends and bursty GPU jobs. If you think in functions not VMs, start here.","website":"https://modal.com","status":"active","overall":8.44,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-10-19","deltaOverallVsSubject":0.47,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["finetune"],"pricing":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"unit_mismatch","normalizationReason":"unit_mismatch","shape":"sourced_rows","filterable":false,"priceSortEligible":false,"priceSortKeyUsdPerMillionInputTokens":null,"rows":[{"id":"modal-nvidia-b300-usd-per-gpu-second","providerId":"modal","sku":"Nvidia B300","unit":"usd_per_gpu_second","amountUsd":0.001972,"currency":"USD","sourceUrl":"https://modal.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_second","priceSortEligible":false,"qualifier":"Per-second rate shown with the per-second toggle. Not multiplied into an hour. Reconfirmed 2026-10-27 (v0.12.140): page also says 'Region selection 1.15 - 1.75x base prices' and 'Non-preemptible execution 3x base prices' (not stored as separate rows)."},{"id":"modal-nvidia-b200-usd-per-gpu-second","providerId":"modal","sku":"Nvidia B200","unit":"usd_per_gpu_second","amountUsd":0.001736,"currency":"USD","sourceUrl":"https://modal.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_second","priceSortEligible":false,"qualifier":"Per-second rate shown with the per-second toggle. Not multiplied into an hour. Reconfirmed 2026-10-27 (v0.12.140): page also says 'Region selection 1.15 - 1.75x base prices' and 'Non-preemptible execution 3x base prices' (not stored as separate rows)."},{"id":"modal-nvidia-h200-sxm-usd-per-gpu-second","providerId":"modal","sku":"Nvidia H200 SXM","unit":"usd_per_gpu_second","amountUsd":0.001261,"currency":"USD","sourceUrl":"https://modal.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_second","priceSortEligible":false,"qualifier":"Per-second rate shown with the per-second toggle. Not multiplied into an hour. Reconfirmed 2026-10-27 (v0.12.140): page also says 'Region selection 1.15 - 1.75x base prices' and 'Non-preemptible execution 3x base prices' (not stored as separate rows)."},{"id":"modal-nvidia-h100-sxm5-usd-per-gpu-second","providerId":"modal","sku":"Nvidia H100 SXM5","unit":"usd_per_gpu_second","amountUsd":0.001097,"currency":"USD","sourceUrl":"https://modal.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_second","priceSortEligible":false,"qualifier":"Per-second rate shown with the per-second toggle. Not multiplied into an hour. Reconfirmed 2026-10-27 (v0.12.140): page also says 'Region selection 1.15 - 1.75x base prices' and 'Non-preemptible execution 3x base prices' (not stored as separate rows)."},{"id":"modal-nvidia-rtx-pro-6000-usd-per-gpu-second","providerId":"modal","sku":"Nvidia RTX PRO 6000","unit":"usd_per_gpu_second","amountUsd":0.000842,"currency":"USD","sourceUrl":"https://modal.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_second","priceSortEligible":false,"qualifier":"Per-second rate shown with the per-second toggle. Not multiplied into an hour. Reconfirmed 2026-10-27 (v0.12.140): page also says 'Region selection 1.15 - 1.75x base prices' and 'Non-preemptible execution 3x base prices' (not stored as separate rows)."},{"id":"modal-nvidia-a100-80gb-usd-per-gpu-second","providerId":"modal","sku":"Nvidia A100 80GB","unit":"usd_per_gpu_second","amountUsd":0.000694,"currency":"USD","sourceUrl":"https://modal.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_second","priceSortEligible":false,"qualifier":"Per-second rate shown with the per-second toggle. Not multiplied into an hour. Reconfirmed 2026-10-27 (v0.12.140): page also says 'Region selection 1.15 - 1.75x base prices' and 'Non-preemptible execution 3x base prices' (not stored as separate rows)."},{"id":"modal-nvidia-a100-40gb-usd-per-gpu-second","providerId":"modal","sku":"Nvidia A100 40GB","unit":"usd_per_gpu_second","amountUsd":0.000583,"currency":"USD","sourceUrl":"https://modal.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_second","priceSortEligible":false,"qualifier":"Per-second rate shown with the per-second toggle. Not multiplied into an hour. Reconfirmed 2026-10-27 (v0.12.140): page also says 'Region selection 1.15 - 1.75x base prices' and 'Non-preemptible execution 3x base prices' (not stored as separate rows)."},{"id":"modal-nvidia-l40s-usd-per-gpu-second","providerId":"modal","sku":"Nvidia L40S","unit":"usd_per_gpu_second","amountUsd":0.000542,"currency":"USD","sourceUrl":"https://modal.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_second","priceSortEligible":false,"qualifier":"Per-second rate shown with the per-second toggle. Not multiplied into an hour. Reconfirmed 2026-10-27 (v0.12.140): page also says 'Region selection 1.15 - 1.75x base prices' and 'Non-preemptible execution 3x base prices' (not stored as separate rows)."},{"id":"modal-nvidia-a10-usd-per-gpu-second","providerId":"modal","sku":"Nvidia A10","unit":"usd_per_gpu_second","amountUsd":0.000306,"currency":"USD","sourceUrl":"https://modal.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_second","priceSortEligible":false,"qualifier":"Per-second rate shown with the per-second toggle. Not multiplied into an hour. Reconfirmed 2026-10-27 (v0.12.140): page also says 'Region selection 1.15 - 1.75x base prices' and 'Non-preemptible execution 3x base prices' (not stored as separate rows)."},{"id":"modal-nvidia-l4-usd-per-gpu-second","providerId":"modal","sku":"Nvidia L4","unit":"usd_per_gpu_second","amountUsd":0.000222,"currency":"USD","sourceUrl":"https://modal.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_second","priceSortEligible":false,"qualifier":"Per-second rate shown with the per-second toggle. Not multiplied into an hour. Reconfirmed 2026-10-27 (v0.12.140): page also says 'Region selection 1.15 - 1.75x base prices' and 'Non-preemptible execution 3x base prices' (not stored as separate rows)."},{"id":"modal-nvidia-t4-usd-per-gpu-second","providerId":"modal","sku":"Nvidia T4","unit":"usd_per_gpu_second","amountUsd":0.000164,"currency":"USD","sourceUrl":"https://modal.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_second","priceSortEligible":false,"qualifier":"Per-second rate shown with the per-second toggle. Not multiplied into an hour. Reconfirmed 2026-10-27 (v0.12.140): page also says 'Region selection 1.15 - 1.75x base prices' and 'Non-preemptible execution 3x base prices' (not stored as separate rows)."},{"id":"modal-cpu-physical-core-usd-per-core-second","providerId":"modal","sku":"CPU physical core","unit":"usd_per_core_second","amountUsd":0.0000131,"currency":"USD","sourceUrl":"https://modal.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_core_second","priceSortEligible":false,"qualifier":"Physical core (2 vCPU). Minimum 0.125 cores."},{"id":"modal-memory-usd-per-gib-second","providerId":"modal","sku":"Memory","unit":"usd_per_gib_second","amountUsd":0.00000222,"currency":"USD","sourceUrl":"https://modal.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gib_second","priceSortEligible":false,"qualifier":"Container memory."},{"id":"modal-sandbox-cpu-usd-per-core-second","providerId":"modal","sku":"Sandbox CPU","unit":"usd_per_core_second","amountUsd":0.00003942,"currency":"USD","sourceUrl":"https://modal.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_core_second","priceSortEligible":false,"qualifier":"Modal Sandbox rate (page: 'Modal Sandbox pricing', 'CPU (non-preemptible)'; 'Sandboxes are billed at non-preemptible rates of 3x list price'), separate from the default CPU rate."},{"id":"modal-sandbox-memory-usd-per-gib-second","providerId":"modal","sku":"Sandbox memory","unit":"usd_per_gib_second","amountUsd":0.00000667,"currency":"USD","sourceUrl":"https://modal.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gib_second","priceSortEligible":false,"qualifier":"Sandbox memory (page: 'Memory (non-preemptible)' under 'Modal Sandbox pricing')."},{"id":"modal-volumes-usd-per-gib-month","providerId":"modal","sku":"Volumes","unit":"usd_per_gib_month","amountUsd":0.09,"currency":"USD","sourceUrl":"https://modal.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gib_month","priceSortEligible":false,"qualifier":"Includes 1 TiB/mo free, not folded into this rate."},{"id":"modal-network-egress-usd-per-gib","providerId":"modal","sku":"Network egress","unit":"usd_per_gib","amountUsd":0.04,"currency":"USD","sourceUrl":"https://modal.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gib","priceSortEligible":false,"qualifier":"See plan for included usage."},{"id":"modal-team-plan-usd-per-month","providerId":"modal","sku":"Team plan","unit":"usd_per_month","amountUsd":250,"currency":"USD","sourceUrl":"https://modal.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_month","priceSortEligible":false,"qualifier":"Plus compute. $100/mo credits not subtracted."}],"notesExcerpt":"As of 2026-10-24 (modal.com/pricing, fetched 2026-10-24): Python-native serverless GPU/CPU billed per second of compute ('You never pay for idle resources'). 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=finetune","human":"/providers/modal","compare":"/compare/lambda-vs-modal"},{"id":"fireworks","slug":"fireworks","name":"Fireworks AI","tagline":"Top pick for production open-model serving with real DX. Prefer over random GPU DIY when you want tokens not…","website":"https://fireworks.ai","status":"active","overall":8.35,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-09-14","deltaOverallVsSubject":0.38,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["finetune"],"pricing":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"ambiguous","normalizationReason":"multiple_sourced_token_skus","shape":"sourced_rows","filterable":false,"priceSortEligible":false,"priceSortKeyUsdPerMillionInputTokens":null,"rows":[{"id":"fireworks-embed-to-150m","providerId":"fireworks","sku":"Embeddings up to 150M params","unit":"usd_per_million_input_tokens","amountUsd":0.008,"currency":"USD","sourceUrl":"https://fireworks.ai/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.008,"normalizationReason":"embedding_sku_excluded_from_provider_sort","priceSortEligible":false,"qualifier":"parameter-count bucket, not a named chat model"},{"id":"fireworks-embed-150-350m","providerId":"fireworks","sku":"Embeddings 150M-350M params","unit":"usd_per_million_input_tokens","amountUsd":0.016,"currency":"USD","sourceUrl":"https://fireworks.ai/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.016,"normalizationReason":"embedding_sku_excluded_from_provider_sort","priceSortEligible":false,"qualifier":"parameter-count bucket"},{"id":"fireworks-embed-qwen3-8b","providerId":"fireworks","sku":"Qwen3 8B","unit":"usd_per_million_input_tokens","amountUsd":0.1,"currency":"USD","sourceUrl":"https://fireworks.ai/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.1,"normalizationReason":"embedding_sku_excluded_from_provider_sort","priceSortEligible":false,"qualifier":"listed in the embeddings section after the parameter buckets"},{"id":"fireworks-train-lora-sft-to-16b","providerId":"fireworks","sku":"Managed training LoRA SFT up to 16B","unit":"usd_per_million_train_tokens","amountUsd":0.5,"currency":"USD","sourceUrl":"https://fireworks.ai/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.5,"normalizationReason":"training_token_price_not_inference","priceSortEligible":false,"qualifier":"per 1M training tokens"},{"id":"fireworks-gpu-h100","providerId":"fireworks","sku":"H100 80 GB","unit":"usd_per_gpu_hour","amountUsd":8,"currency":"USD","sourceUrl":"https://fireworks.ai/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_gpu_hour","priceSortEligible":false,"qualifier":"on-demand deployments; per-minute column also shown and not converted; reconfirmed 2026-10-27 (v0.12.139): page says 'Region-restricted deployments are priced at a 1.5x premium' (not stored as a separate row)"},{"id":"fireworks-gpu-h200","providerId":"fireworks","sku":"H200 141 GB","unit":"usd_per_gpu_hour","amountUsd":8,"currency":"USD","sourceUrl":"https://fireworks.ai/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_gpu_hour","priceSortEligible":false,"qualifier":"on-demand deployments; per-minute column also shown and not converted; reconfirmed 2026-10-27 (v0.12.139): page says 'Region-restricted deployments are priced at a 1.5x premium' (not stored as a separate row)"},{"id":"fireworks-gpu-b200","providerId":"fireworks","sku":"B200 180 GB","unit":"usd_per_gpu_hour","amountUsd":13,"currency":"USD","sourceUrl":"https://fireworks.ai/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_gpu_hour","priceSortEligible":false,"qualifier":"on-demand deployments; per-minute column also shown and not converted; reconfirmed 2026-10-27 (v0.12.139): page says 'Region-restricted deployments are priced at a 1.5x premium' (not stored as a separate row)"},{"id":"fireworks-gpu-b300","providerId":"fireworks","sku":"B300 288 GB","unit":"usd_per_gpu_hour","amountUsd":15,"currency":"USD","sourceUrl":"https://fireworks.ai/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_gpu_hour","priceSortEligible":false,"qualifier":"on-demand deployments; per-minute column also shown and not converted; reconfirmed 2026-10-27 (v0.12.139): page says 'Region-restricted deployments are priced at a 1.5x premium' (not stored as a separate row)"},{"id":"fireworks-gpu-gb300","providerId":"fireworks","sku":"GB300 288 GB","unit":"usd_per_gpu_hour","amountUsd":20,"currency":"USD","sourceUrl":"https://fireworks.ai/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_gpu_hour","priceSortEligible":false,"qualifier":"on-demand deployments; per-minute column also shown and not converted; reconfirmed 2026-10-27 (v0.12.139): page says 'Region-restricted deployments are priced at a 1.5x premium' (not stored as a separate row)"},{"id":"fireworks-serverless-chat-unavailable","providerId":"fireworks","sku":"serverless chat models","unit":"usd_per_million_input_tokens","amountUsd":null,"currency":"USD","sourceUrl":"https://fireworks.ai/pricing","asOf":"2026-10-03","normalizationStatus":"ambiguous","normalizedUsdPerMillionTokens":null,"normalizationReason":"page_points_elsewhere_for_serverless_chat_matrix","priceSortEligible":false,"qualifier":"fireworks.ai/pricing says to visit full pricing documentation for Standard/Priority/Fast serverless token rates. Those figures were not on this page and were not guessed."}],"notesExcerpt":"Serverless per-token + on-demand GPU; day-0 OSS model support; post-training stack. Free credits often available.","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://fireworks.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=finetune","human":"/providers/fireworks","compare":"/compare/lambda-vs-fireworks"},{"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":0.35,"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/lambda-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":0.15,"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/lambda-vs-koyeb"}],"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/lambda","machine":"/api/alternatives?provider=lambda","provider":"/api/providers/lambda","canonical":"/api/canonical"}}