{"jtbd":{"id":"distributed-cheap-gpu","slug":"distributed-cheap-gpu","name":"Ultra-cheap interruptible GPUs","shortName":"Ultra-cheap interruptible GPUs","problemStatement":"Batch/vision jobs that can restart; minimize $/GPU-hr on consumer or spot capacity."},"pick":{"id":"salad","slug":"salad","name":"SaladCloud","tagline":"Promoted high on official /pricing floor ($0.015/GPU-hr). Depot interruptible ultra-cheap GPU pick…","website":"https://salad.com","overall":6.96,"scoreBand":{"low":6.4,"mid":7,"high":7.6,"halfWidth":0.6,"basis":"editorial_prior","display":"6.4–7.6 (editorial prior)"},"scoreLayers":{"editorialPrior":6.96,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-19","editorialPriorAsOf":"2026-10-19","pricingNotes":"As of 2026-10-24 (salad.com/pricing, fetched 2026-10-24): GPU classes 'from $0.015 per GPU-hour at Lowest priority'; 'Billing is per second while an instance is in the running state.' 'Allocation, image download, and container start are free.' GPU prices are 'Per GPU, per hour. vCPU and RAM included.' across four priority tiers (High, Medium, Low, Lowest), e.g. RTX 4090 24 GB '$0.330' High to '$0.160' Lowest; RTX 5090 32 GB '$0.500' High to '$0.250' Lowest. High: 'Never preempted by other workloads.' Medium and Low: 'May be preempted by higher-priority groups.' 'Lowest is the lowest cost and the most interruptible.' CPU-only: 'Billed at $0.005 per vCPU-hour and $0.001 per GB of RAM per hour.' (1 vCPU / 1 GB '$0.006' per hr). Volume discounts 'for deployments above 100 GPUs, long-running jobs, and committed contracts' (sales); Salad Dedicated RTX PRO 6000 Blackwell 'quoted per allocation and term'. Free trial: 'No.'","scores":{"capabilityFit":6.5,"pricePerformance":9.5,"latencyReliability":5,"developerDx":7,"privacyPosture":4.5,"lockInRisk":3.5,"maturity":6.8,"overall":6.96,"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":"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","overall":7.23,"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":7.23,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","pricingNotes":"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.","scores":{"capabilityFit":7.2,"pricePerformance":8.8,"latencyReliability":6.2,"developerDx":7.2,"privacyPosture":5.5,"lockInRisk":3,"maturity":6.5,"overall":7.23,"kind":"curated_estimate","confidence":"medium","asOf":"2026-09-14"}},{"id":"oblivus","slug":"oblivus","name":"Oblivus","tagline":"Price-check peer to Nebius/RunPod for on-demand H100s. Validate support and regions.","website":"https://oblivus.com","overall":7.28,"scoreBand":{"low":6.7,"mid":7.3,"high":7.9,"halfWidth":0.6,"basis":"editorial_prior","display":"6.7–7.9 (editorial prior)"},"scoreLayers":{"editorialPrior":7.28,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","pricingNotes":"As of 2026-09-14: GPU cloud with competitive list rates; secondary trackers quote H100 SXM ~$3.50/hr, H200 ~$3.99, A100 ~$1.47, RTX 4090 ~$0.64 (Aug 2026 snapshots). Compare live vs Nebius/RunPod before locking.","scores":{"capabilityFit":7.4,"pricePerformance":8.4,"latencyReliability":7,"developerDx":7.2,"privacyPosture":6.8,"lockInRisk":3.8,"maturity":6,"overall":7.28,"kind":"curated_estimate","confidence":"medium","asOf":"2026-09-14"}}],"scoreBand":{"low":6.4,"mid":7,"high":7.6,"halfWidth":0.6,"basis":"editorial_prior","display":"6.4–7.6 (editorial prior)"},"scoreLayers":{"editorialPrior":6.96,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"whyPickOverHigherScore":{"pickId":"salad","pickName":"SaladCloud","pickScore":6.96,"highestScoredCandidateId":"oblivus","highestScoredCandidateName":"Oblivus","highestScore":7.28,"pickHasLowerCompositeScore":true,"delta":-0.32,"pickLeadsOnDimensions":["pricePerformance (9.5 vs 8.4)","maturity (6.8 vs 6)","lower lockInRisk (3.5 vs 3.8)"],"explanation":"SaladCloud (6.96) is the editorial pick for Ultra-cheap interruptible GPUs over higher-composite Oblivus (7.28) because composite scores are provider-wide priors while SaladCloud wins on pricePerformance (9.5 vs 8.4), maturity (6.8 vs 6), lower lockInRisk (3.5 vs 3.8): Pure pricePerf; reliability intentionally discounted."},"cheapest":{"providerId":"salad","providerName":"SaladCloud","skuId":"salad-gpu-rtx-3090-lowest","item":"RTX 3090 24GB (Lowest priority, batch)","plan":"RTX 3090 24GB (Lowest priority, batch) — USD per GPU-hour, Lowest (batch) tier: the most interruptible","unit":"usd_per_gpu_hour","amountUsd":0.09,"isFloorPrice":true,"floorWarning":"Provider-wide floor SKU; may not be the flagship model scored for this JTBD.","skuCountInUnit":6,"isDepotPick":true,"sourceUrl":"https://salad.com/pricing","asOf":"2026-10-19","verifiedAsOf":"2026-10-19"},"recommendedWorkloadQuote":{"providerId":"salad","providerName":"SaladCloud","skuId":"salad-gpu-rtx-3090-lowest","item":"RTX 3090 24GB (Lowest priority, batch)","plan":"RTX 3090 24GB (Lowest priority, batch) — USD 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'Allocation, image download, and container start are free.' GPU prices are 'Per GPU, per hour. v…","cite":"Depot Pick for distributed-cheap-gpu: salad (asOf 2026-10-19). See GET /api/jtbds/distributed-cheap-gpu + GET /api/methodology.","nextActions":[{"step":1,"title":"Inspect full JTBD + embeds","href":"/api/jtbds/distributed-cheap-gpu?embed=providers","why":"Confirm pick, runners-up, and methodology notes."},{"step":2,"title":"Quote sourced SKUs","href":"/api/quote?jtbd=distributed-cheap-gpu","why":"Depot Pick SKUs plus the cheapest sourced SKU whose unit matches this job. Does not change the pick. 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No migration guide was invented."}},"citation":{"text":"Agent Provider Depot (v0.12.154), Depot Pick for distributed-cheap-gpu: salad, scores as of 2026-10-19, retrieved 2026-10-27. https://getagentdepot.com/jtbds/distributed-cheap-gpu","markdown":"[Agent Provider Depot](https://getagentdepot.com/jtbds/distributed-cheap-gpu) (v0.12.154) — Depot Pick for `distributed-cheap-gpu`: **salad** (scores as of 2026-10-19, retrieved 2026-10-27)","fields":{"publisher":"Agent Provider Depot","version":"0.12.154","role":"depot_pick","jtbdId":"distributed-cheap-gpu","providerId":"salad","scoreAsOf":"2026-10-19","retrievedOn":"2026-10-27","page":"https://getagentdepot.com/jtbds/distributed-cheap-gpu","api":"https://getagentdepot.com/api/decide?jtbd=distributed-cheap-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":3,"sourcesReachable":3,"pricingRows":6,"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. 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Billed per second."},{"id":"salad-gpu-rtx-3090-high","providerId":"salad","sku":"RTX 3090 24GB (High priority)","unit":"usd_per_gpu_hour","amountUsd":0.17,"currency":"USD","sourceUrl":"https://salad.com/pricing","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"USD per GPU-hour, High priority tier (never preempted by other workloads; nodes can disconnect). vCPU and RAM included. 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