{"jtbd":{"id":"neocloud-gpu","slug":"neocloud-gpu","name":"Neocloud reserved / list-price GPUs","shortName":"Neocloud reserved / list-price GPUs","problemStatement":"Need predictable H100/H200/Blackwell capacity with public list prices and cluster features."},"pick":{"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","overall":7.65,"scoreBand":{"low":7.1,"mid":7.7,"high":8.3,"halfWidth":0.6,"basis":"editorial_prior","display":"7.1–8.3 (editorial prior)"},"scoreLayers":{"editorialPrior":7.65,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","pricingNotes":"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.","scores":{"capabilityFit":8.6,"pricePerformance":7,"latencyReliability":8.4,"developerDx":7.6,"privacyPosture":8,"lockInRisk":4.8,"maturity":7.8,"overall":7.65,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14"}},"runnersUp":[{"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","overall":7.82,"scoreBand":{"low":7.2,"mid":7.8,"high":8.4,"halfWidth":0.6,"basis":"editorial_prior","display":"7.2–8.4 (editorial prior)"},"scoreLayers":{"editorialPrior":7.82,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","pricingNotes":"On-demand H100 SXM ~$3.99–4.29/hr; 1-Click Clusters for multi-week reservations; no classic spot tier.","scores":{"capabilityFit":8.8,"pricePerformance":6.8,"latencyReliability":8.8,"developerDx":8.5,"privacyPosture":7.8,"lockInRisk":5.5,"maturity":8.6,"overall":7.82,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14"}},{"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","overall":7.47,"scoreBand":{"low":6.9,"mid":7.5,"high":8.1,"halfWidth":0.6,"basis":"editorial_prior","display":"6.9–8.1 (editorial prior)"},"scoreLayers":{"editorialPrior":7.47,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-19","editorialPriorAsOf":"2026-10-19","pricingNotes":"On-demand H100 ~$6+/hr class historically; B200 higher; Kubernetes-native (CKS); often sales for large capacity. Public company.","scores":{"capabilityFit":9.2,"pricePerformance":5.5,"latencyReliability":9,"developerDx":7.5,"privacyPosture":8.2,"lockInRisk":6.5,"maturity":8.8,"overall":7.47,"kind":"curated_estimate","confidence":"high","asOf":"2026-10-19"}},{"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","overall":7.46,"scoreBand":{"low":6.9,"mid":7.5,"high":8.1,"halfWidth":0.6,"basis":"editorial_prior","display":"6.9–8.1 (editorial prior)"},"scoreLayers":{"editorialPrior":7.46,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-19","editorialPriorAsOf":"2026-09-14","pricingNotes":"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/hr; RTX PRO 4500 Blackwell $0.92/hr; B200/B300 8× cluster SKUs published. Bare metal/IB clusters custom-quoted.","scores":{"capabilityFit":7.6,"pricePerformance":8.2,"latencyReliability":7.4,"developerDx":7.2,"privacyPosture":7.5,"lockInRisk":4,"maturity":6.8,"overall":7.46,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14"}},{"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","overall":8.17,"scoreBand":{"low":7.6,"mid":8.2,"high":8.8,"halfWidth":0.6,"basis":"editorial_prior","display":"7.6–8.8 (editorial prior)"},"scoreLayers":{"editorialPrior":8.17,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","pricingNotes":"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: B300 $11.02, GB300 $12.67. Spot about half (e.g. H100 $2.326, H200 $3.033; not stored). Serverless containers priced separately (H100 $5.12/h continuous, $2.56 spot). Reserved 1 month to 2 years: 2% to 25% off on-demand. Instant IB clusters self-serve. SOC 2 + GDPR. On-demand USD prices have risen at every read since 2026-10-19; the page states no reason.","scores":{"capabilityFit":8.6,"pricePerformance":8.2,"latencyReliability":8.4,"developerDx":8.4,"privacyPosture":8.8,"lockInRisk":4,"maturity":7.8,"overall":8.17,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14"}},{"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","overall":7.97,"scoreBand":{"low":7.4,"mid":8,"high":8.6,"halfWidth":0.6,"basis":"editorial_prior","display":"7.4–8.6 (editorial prior)"},"scoreLayers":{"editorialPrior":7.97,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","pricingNotes":"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 $0.80/$0.80; gpt-oss-120b $0.10/$0.40. No bandwidth fees claimed. UK-based.","scores":{"capabilityFit":8.2,"pricePerformance":8.4,"latencyReliability":8,"developerDx":8,"privacyPosture":8.5,"lockInRisk":4,"maturity":7.5,"overall":7.97,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14"}},{"id":"gcore","slug":"gcore","name":"Gcore","tagline":"EU inference bargain on published H100 €/hr. Pair with Mistral/Scaleway for model APIs; Verda when you need…","website":"https://gcore.com","overall":8.05,"scoreBand":{"low":7.5,"mid":8.1,"high":8.7,"halfWidth":0.6,"basis":"editorial_prior","display":"7.5–8.7 (editorial prior)"},"scoreLayers":{"editorialPrior":8.05,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","pricingNotes":"As of 2026-09-14 (gcore.com/pricing/ai): Everywhere Inference per-hour — 1×H100 €1.53, 1×A100 €1.26, 1×L40S €1.08 (ex-VAT). Virtual GPU 1×H100 €2.36/hr. Bare-metal 8×H100/H200/B300/GB300 clusters sales/calculator. Luxembourg-rooted edge/CDN company with EU sovereignty narrative.","scores":{"capabilityFit":8,"pricePerformance":8.8,"latencyReliability":8.2,"developerDx":7.2,"privacyPosture":8.8,"lockInRisk":4.5,"maturity":8.5,"overall":8.05,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14"}},{"id":"cloudferro","slug":"cloudferro","name":"CloudFerro","tagline":"EU public-cloud GPU when Infomaniak/Mistral APIs are not enough and you must run weights in PL/DE…","website":"https://cloudferro.com","overall":7.19,"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":7.19,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","pricingNotes":"As of 2026-09-14 (cloudferro.com WAW4-1 GPU table, EUR ex-VAT): gpu.h100 on-demand €6.29/hr (1Y committed €2,776/mo); gpu.h200 €7.23/hr; shared L40S from €0.246/hr (1/8) to €1.970/hr (full). WAW/FRA OpenStack regions. Public Copernicus/EO heritage. H100 street is above Nebius/Verda — this is sovereignty + public list, not cheapest FLOPs.","scores":{"capabilityFit":7.2,"pricePerformance":5.8,"latencyReliability":8.4,"developerDx":6.8,"privacyPosture":9.2,"lockInRisk":4,"maturity":8.6,"overall":7.19,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14"}},{"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","overall":8.11,"scoreBand":{"low":7.5,"mid":8.1,"high":8.7,"halfWidth":0.6,"basis":"editorial_prior","display":"7.5–8.7 (editorial prior)"},"scoreLayers":{"editorialPrior":8.11,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","pricingNotes":"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. Postgres Small ~$0.04/hr.","scores":{"capabilityFit":8.2,"pricePerformance":8.4,"latencyReliability":8.2,"developerDx":8.8,"privacyPosture":7.8,"lockInRisk":3.6,"maturity":7.8,"overall":8.11,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14"}}],"scoreBand":{"low":7.1,"mid":7.7,"high":8.3,"halfWidth":0.6,"basis":"editorial_prior","display":"7.1–8.3 (editorial prior)"},"scoreLayers":{"editorialPrior":7.65,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"whyPickOverHigherScore":{"pickId":"nebius","pickName":"Nebius","pickScore":7.65,"highestScoredCandidateId":"verda","highestScoredCandidateName":"Verda","highestScore":8.17,"pickHasLowerCompositeScore":true,"delta":-0.52,"pickLeadsOnDimensions":[],"explanation":"Nebius (7.65) is the editorial pick for Neocloud reserved / list-price GPUs over higher-composite Verda (8.17) because composite scores are provider-wide priors while Nebius wins on job-specific execution fit: Reliability + transparent pricePerf. Nebius list prices are unusually clear."},"cheapest":{"providerId":"massed-compute","providerName":"Massed Compute","skuId":"massed-compute-gpu-l40s","item":"L40S (48GB) x1","plan":"L40S (48GB) x1 — On-demand single-GPU (x1) configuration, price per hour","unit":"usd_per_gpu_hour","amountUsd":0.97,"isFloorPrice":true,"floorWarning":"Provider-wide floor SKU; may not be the flagship model scored for this JTBD.","skuCountInUnit":5,"isDepotPick":false,"sourceUrl":"https://vm.massedcompute.com/pricing","asOf":"2026-10-19","verifiedAsOf":"2026-10-19"},"recommendedWorkloadQuote":{"providerId":"nebius","providerName":"Nebius","skuId":"nebius-gpu-rtx-pro-6000","item":"NVIDIA RTX PRO 6000","plan":"NVIDIA RTX PRO 6000 — On-demand NVIDIA GPU instances, GPU-hour 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1.15x retry overhead."}},"representativeQuote":{"skuId":"nebius-gpu-rtx-pro-6000","item":"NVIDIA RTX PRO 6000","plan":"NVIDIA RTX PRO 6000 — On-demand NVIDIA GPU instances, GPU-hour column","amountUsd":1.8,"inputOrUnitUsd":1.8,"unit":"usd_per_gpu_hour","outputUsd":null,"outputUnit":null,"sourceUrl":"https://nebius.com/prices","asOf":"2026-10-19"},"estimatedTaskCost":{"tasks":1000,"retryAndToolOverheadMultiplier":1.15,"retryToolOverheadMultiplier":1.15,"unitsPerTask":0.05,"baseCostPer1kTasksUsd":90,"totalUsd":103.5,"estimatedTotalUsd":103.5,"perTaskUsd":0.1035,"estimatedCostPerTaskUsd":0.1035,"formula":"(1,000 tasks * 0.05 hr/task * $1.8/gpu_hour) * 1.15 overhead","assumptions":"1,000 tasks @ 3 min (0.05 hr) runtime per task with 1.15x retry overhead."},"freeAlternatives":[],"referenceDocs":[],"falsification":{"jtbdId":"neocloud-gpu","jtbdName":"Neocloud reserved / list-price 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(nebius) by >= 0.32 outcome points (or >= 15% worked-rate delta) across >= 10 Countersign-verified production outcomes.","A verified price increase > 25% on Nebius's representative SKU for neocloud-gpu without a corresponding capability gain.","Live caller rail exhaustion (?exhausted=nebius) or sustained >= 30% degraded/failed rate in verified production outcomes."],"routePlan":{"jtbdId":"neocloud-gpu","primary":{"providerId":"nebius","name":"Nebius","overall":7.65,"scoreBand":{"low":7.1,"mid":7.7,"high":8.3,"halfWidth":0.6,"basis":"editorial_prior","display":"7.1–8.3 (editorial prior)"},"scoreLayers":{"editorialPrior":7.65,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","role":"primary","reason":"Editorial Depot Pick for Neocloud reserved / list-price GPUs; healthy/eligible under caller 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Nebius list prices are unusually clear.","whenNotTopPick":"Need cheapest interruptible — Vast/Salad/TensorDock.","skipTopPick":false,"skipReason":null,"matchedConstraints":[],"pricingSummary":"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.","cite":"Depot Pick for neocloud-gpu: nebius (asOf 2026-09-14). See GET /api/jtbds/neocloud-gpu + GET /api/methodology.","nextActions":[{"step":1,"title":"Inspect full JTBD + embeds","href":"/api/jtbds/neocloud-gpu?embed=providers","why":"Confirm pick, runners-up, and methodology notes."},{"step":2,"title":"Quote sourced SKUs","href":"/api/quote?jtbd=neocloud-gpu","why":"Depot Pick SKUs plus the cheapest sourced SKU whose unit matches this job. Does not change the pick. Does not blend input and output or borrow a chat rate for a non-chat job."},{"step":3,"title":"Open provider detail","href":"/api/providers/nebius","why":"Scores, pricingNotes, strengths/weaknesses, communitySignals (claims only)."},{"step":4,"title":"Cite methodology","href":"/api/methodology","why":"Required when publishing a Depot Pick citation."},{"step":5,"title":"Grab badge SVG","href":"/api/badge?type=depot-pick&jtbd=neocloud-gpu","why":"Embed in README / agent passport."},{"step":6,"title":"Post production insight","method":"POST","href":"/api/insights","why":"Unverified until curated; never auto-mutates official scores."}],"honesty":["Do not invent scores or benches.","Insights are claims until curated/reviewed; they never silently mutate official scores.","lockInRisk higher = more lock-in (worse).","normalizedUsdPerMillionTokens is set only for a single sourced token row. Otherwise null, with a machine-readable reason. Do not coerce GPU, minute, or per-1k search units.","Runners-up are not Depot Picks.","Depot overall is editorial_weighted, not Arena Elo and not an Artificial Analysis index."],"asOf":"2026-09-14","depth":{"whenNotToUse":{"text":"Need cheapest interruptible — Vast/Salad/TensorDock.","source":"editorial `whenNotTopPick` (data/jtbds.json)"},"whenNotToUseReason":null,"runnerUp":{"providerId":"lambda","name":"Lambda","overallForJob":7.82,"pickOverallForJob":7.65,"beatsPickOn":["capabilityFit","latencyReliability","developerDx","maturity"],"source":"first resolvable entry of the job's editorially ranked `runnersUpIds`; scores are stored job-weighted scores"},"runnerUpReason":null,"lockIn":{"pickLockInRisk":4.8,"runnerUpLockInRisk":5.5,"scale":"0–10 stored curated estimate; higher = more lock-in (worse)","pickExitSignals":[],"runnerUpExitSignals":[],"pickNotes":[],"selfHostFallback":[],"migration":"The pick has lower stored lock-in risk than runner-up Lambda (4.8 vs 5.5).","migrationReason":null,"derivedFrom":"stored lockInRisk scores, provider tags (oss, self-host, openai-compat, open-models), free rows that list this job, and verbatim provider notes. No migration guide was invented."}},"citation":{"text":"Agent Provider Depot (v0.12.157), Depot Pick for neocloud-gpu: nebius, scores as of 2026-09-14, retrieved 2026-10-28. https://getagentdepot.com/jtbds/neocloud-gpu","markdown":"[Agent Provider Depot](https://getagentdepot.com/jtbds/neocloud-gpu) (v0.12.157) — Depot Pick for `neocloud-gpu`: **nebius** (scores as of 2026-09-14, retrieved 2026-10-28)","fields":{"publisher":"Agent Provider Depot","version":"0.12.157","role":"depot_pick","jtbdId":"neocloud-gpu","providerId":"nebius","scoreAsOf":"2026-09-14","retrievedOn":"2026-10-28","page":"https://getagentdepot.com/jtbds/neocloud-gpu","api":"https://getagentdepot.com/api/decide?jtbd=neocloud-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":"2026-09-14","ageDays":44,"stale":true,"staleAfterDays":30,"reason":null},"lastReviewed":{"asOf":"2026-09-14","ageDays":44,"stale":true,"staleAfterDays":30,"reason":null},"sourceCheck":{"checkedAt":"2026-10-27","sourceUrls":3,"sourcesReachable":3,"pricingRows":5,"pricingRowsReconfirmed":5,"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":"2026-09-14","editorialPriorAsOf":"2026-09-14","pricingLastVerifiedAt":"2026-10-27","pickLastReviewed":"2026-09-14","runnersUpScoreAsOf":["2026-09-14","2026-10-19","2026-09-14","2026-09-14","2026-09-14","2026-09-14","2026-09-14","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":"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."},"links":{"jtbd":"/jtbds/neocloud-gpu","jtbdApi":"/api/jtbds/neocloud-gpu","leaderboard":"/api/leaderboards?jtbd=neocloud-gpu","methodology":"/api/methodology","badge":"/api/badge?type=depot-pick&jtbd=neocloud-gpu","decide":"/api/decide?jtbd=neocloud-gpu","humanPage":"/jtbds/neocloud-gpu","alternatives":"/api/alternatives?provider=nebius","canonical":"/api/canonical","quote":"/api/quote?jtbd=neocloud-gpu","falsify":"/api/falsify?jtbd=neocloud-gpu"},"constraintBundle":{"task":null,"jtbd":"neocloud-gpu","quotaExhausted":[],"degraded":[],"healthy":[],"budgetUsd":null,"maxLatencyMs":null,"region":null,"privacy":null,"exit":[],"existing":[]},"stackContext":{"host":null,"framework":null,"repo":null,"lang":null,"existing":[],"volume":null,"sender":null,"detectedFromTask":[]},"keep":null,"contextAdvice":null,"communityFeedback":{"pickOnThisJob":{"failed":0,"degraded":0,"worked":0,"insights":0,"withVerifiedReceipt":0,"failureModes":{},"latestAt":null,"note":"Agent-reported claims (unverified unless a receipt is verified by Depot's re-check). They never change scores or picks."},"outcomes":{"job":{"n":0,"worked":0,"degraded":0,"failed":0,"failureModes":{},"verifiedReports":0,"contributors":0,"excluded":{"seed_editorial":0,"test":0,"notFeedback":0},"reason":"no_submitted_outcome_reports_yet"},"pick":{"providerId":"nebius","n":0,"worked":0,"degraded":0,"failed":0,"failureModes":{},"evidenceTiers":{"agent_claim":0,"self_declared":0,"reference_checked":0,"outcome_verified":0},"reason":"no_submitted_outcome_reports_yet"},"scoresMutated":false,"more":"/api/outcomes?jtbd=neocloud-gpu"},"report":"POST /api/feedback {agentIdentity, outcome: failed|degraded|worked, detail, providerId, jtbdId, failureModeId?, receipt?}"}}