{"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.","whenNotTopPick":"Need cheapest interruptible — Vast/Salad/TensorDock.","categoryIds":["cat-gpu-cloud"],"depotPickProviderId":"nebius","depotPickRationale":"Reliability + transparent pricePerf. Nebius list prices are unusually clear.","runnersUpIds":["lambda","coreweave","massed-compute","verda","hyperstack","gcore","cloudferro","koyeb"],"weights":{"capabilityFit":0.22,"pricePerformance":0.25,"latencyReliability":0.15,"developerDx":0.12,"privacyPosture":0.08,"lockInRisk":0.08,"maturity":0.1},"methodologyNotes":"Reliability + transparent pricePerf. Nebius list prices are unusually clear.","tags":["neocloud"],"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."}},"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}}},"depotPick":{"id":"nebius","slug":"nebius","name":"Nebius","tagline":"Top-tier neocloud when you want list prices + serious clusters. RunPod/Vast still win for hackathon…","overall":7.65},"runnersUp":[{"id":"lambda","slug":"lambda","name":"Lambda","tagline":"Best boring GPU cloud for research labs who want clusters without CoreWeave enterprise theater.","overall":7.82},{"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.","overall":7.47},{"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…","overall":7.46},{"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…","overall":8.17},{"id":"hyperstack","slug":"hyperstack","name":"Hyperstack","tagline":"Solid UK/EU GPU alternative with public card. Nebius/Verda first for neocloud; Hyperstack when UK entity +…","overall":7.97},{"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…","overall":8.05},{"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…","overall":7.19},{"id":"koyeb","slug":"koyeb","name":"Koyeb","tagline":"Serverless GPU/app peer for EU-friendly deploys. Depot neocloud pick stays Nebius; interruptible Salad…","overall":8.11}]}