{"jtbd":{"id":"batch-gpu","slug":"batch-gpu","name":"Batch / interruptible GPU jobs","shortName":"Batch / interruptible GPU jobs","problemStatement":"Offline evals, embeddings, or training steps that tolerate preemption."},"pick":{"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","overall":8.34,"scoreBand":{"low":7.7,"mid":8.3,"high":8.9,"halfWidth":0.6,"basis":"editorial_prior","display":"7.7–8.9 (editorial prior)"},"scoreLayers":{"editorialPrior":8.34,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-19","editorialPriorAsOf":"2026-10-19","pricingNotes":"Secure Cloud + Community Cloud; serverless per-second; H100 often ~$2–3+/hr depending tier; spot cheaper.","scores":{"capabilityFit":8.8,"pricePerformance":9,"latencyReliability":8,"developerDx":8.8,"privacyPosture":7,"lockInRisk":3.5,"maturity":8.2,"overall":8.34,"kind":"curated_estimate","confidence":"high","asOf":"2026-10-19"}},"runnersUp":[{"id":"vast-ai","slug":"vast-ai","name":"Vast.ai","tagline":"Cheapest GPUs if your job can die and restart. Never put customer PII training here without eyes wide open.","website":"https://vast.ai","overall":7.2,"scoreBand":{"low":6.6,"mid":7.2,"high":7.8,"halfWidth":0.6,"basis":"editorial_prior","display":"6.6–7.8 (editorial prior)"},"scoreLayers":{"editorialPrior":7.2,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","pricingNotes":"As of 2026-09-14: P2P GPU marketplace; H100 commonly ~$1.5–2.5/hr class depending on host/interruptibility; prices fluctuate by supply. Interruptible instances cheapest; verify host reliability and security posture. Never default for regulated PII training.","scores":{"capabilityFit":7,"pricePerformance":9.8,"latencyReliability":4.5,"developerDx":7.2,"privacyPosture":4,"lockInRisk":2.5,"maturity":7.5,"overall":7.2,"kind":"curated_estimate","confidence":"medium","asOf":"2026-09-14"}},{"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","overall":8.36,"scoreBand":{"low":7.8,"mid":8.4,"high":9,"halfWidth":0.6,"basis":"editorial_prior","display":"7.8–9.0 (editorial prior)"},"scoreLayers":{"editorialPrior":8.36,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-10-19","pricingNotes":"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 '$0.000542', A10 '$0.000306', L4 '$0.000222', T4 '$0.000164'; CPU '$0.0000131' per core per second (physical core, 2 vCPU equivalent); memory '$0.00000222' per GiB per second. Region selection '1.15 - 1.75x base prices'; non-preemptible execution '3x base prices' ('Sandboxes are billed at non-preemptible rates of 3x list price.'). Containers are kept alive '60 seconds after the last inputs', which is billed (configurable). Plans: Starter '$0 + compute / month' with '$30 / month free credits' ('100 containers + 10 GPU concurrency'); Team '$250 + compute / month' with '$100 / month free credits' ('5000 containers + 50 GPU concurrency'); Enterprise custom. Shared Endpoints are 'billed per token rather than per second' and not covered by included compute ('This took effect September 1, 2026.'). Excellent DX for jobs and endpoints; cold starts matter for interactive agents.","scores":{"capabilityFit":9,"pricePerformance":8.2,"latencyReliability":8.6,"developerDx":9.6,"privacyPosture":7.8,"lockInRisk":4.5,"maturity":8.2,"overall":8.36,"kind":"curated_estimate","confidence":"high","asOf":"2026-10-19"}},{"id":"aws-gpu","slug":"aws-gpu","name":"AWS GPU (EC2/P5/SageMaker)","tagline":"Use when AWS is destiny. For greenfield agent GPUs, neoclouds win on price and speed-to-pod.","website":"https://aws.amazon.com/ec2/instance-types/","overall":7.4,"scoreBand":{"low":6.8,"mid":7.4,"high":8,"halfWidth":0.6,"basis":"editorial_prior","display":"6.8–8.0 (editorial prior)"},"scoreLayers":{"editorialPrior":7.4,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","pricingNotes":"P5/P4d etc. often $4–7+/GPU-hr on-demand; Savings Plans/spot help; SageMaker adds managed tax.","scores":{"capabilityFit":9.4,"pricePerformance":4.8,"latencyReliability":9.5,"developerDx":7,"privacyPosture":9,"lockInRisk":8,"maturity":9.9,"overall":7.4,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14"}}],"scoreBand":{"low":7.7,"mid":8.3,"high":8.9,"halfWidth":0.6,"basis":"editorial_prior","display":"7.7–8.9 (editorial 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No migration guide was invented."}},"citation":{"text":"Agent Provider Depot (v0.12.149), Depot Pick for batch-gpu: runpod, scores as of 2026-10-19, retrieved 2026-10-27. https://getagentdepot.com/jtbds/batch-gpu","markdown":"[Agent Provider Depot](https://getagentdepot.com/jtbds/batch-gpu) (v0.12.149) — Depot Pick for `batch-gpu`: **runpod** (scores as of 2026-10-19, retrieved 2026-10-27)","fields":{"publisher":"Agent Provider Depot","version":"0.12.149","role":"depot_pick","jtbdId":"batch-gpu","providerId":"runpod","scoreAsOf":"2026-10-19","retrievedOn":"2026-10-27","page":"https://getagentdepot.com/jtbds/batch-gpu","api":"https://getagentdepot.com/api/decide?jtbd=batch-gpu"},"howToCite":"Cite Depot as an editorial, dated recommendation, not a benchmark: name the job, the Depot Pick (or runner-up), the score asOf date and the day you retrieved it, and link the job page. Format: “Agent Provider Depot (v{version}), Depot Pick for {jobId}: {providerId}, scores as of {scoreAsOf}, retrieved {retrievedOn}. {baseUrl}/jtbds/{jobId}”. Quote prices only with their own sourceUrl and asOf. If the pick's score is stale (freshness.pick.score.stale), say so."},"freshness":{"pick":{"score":{"asOf":"2026-10-19","ageDays":8,"stale":false,"staleAfterDays":30,"reason":null},"lastReviewed":{"asOf":"2026-10-19","ageDays":8,"stale":false,"staleAfterDays":30,"reason":null},"sourceCheck":{"checkedAt":"2026-10-27","sourceUrls":2,"sourcesReachable":2,"pricingRows":12,"pricingRowsReconfirmed":0,"note":"A source re-check confirms the page is reachable and, for pricing rows, that the stored amount and SKU name appear on it. It does not re-derive or change the score.","reason":null}},"scoreAsOf":"2026-10-19","editorialPriorAsOf":"2026-10-19","pricingLastVerifiedAt":"2026-10-27","pickLastReviewed":"2026-10-19","runnersUpScoreAsOf":["2026-09-14","2026-10-19","2026-09-14"],"contractAsOf":"2026-10-03","pricingShape":"sourced_rows","normalizedUsdPerMillionTokens":null,"normalizationStatus":"unit_mismatch","normalizationReason":"unit_mismatch"},"pricingContract":{"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). 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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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