{"id":"predictable-gpu","slug":"predictable-gpu","name":"Predictable dedicated GPU capacity","shortName":"Predictable dedicated GPU capacity","problemStatement":"Labs need known capacity and clusters without marketplace chaos.","whenNotTopPick":"Need max enterprise K8s (CoreWeave) or burst serverless (Modal/RunPod).","categoryIds":["cat-gpu-cloud","cat-train-finetune"],"depotPickProviderId":"lambda","depotPickRationale":"reliability + maturity + capability (interconnect).","runnersUpIds":["coreweave","crusoe","runpod","verda","massed-compute","hyperstack"],"weights":{"capabilityFit":0.22,"pricePerformance":0.25,"latencyReliability":0.15,"developerDx":0.12,"privacyPosture":0.08,"lockInRisk":0.08,"maturity":0.1},"methodologyNotes":"reliability + maturity + capability (interconnect).","tags":["predictable"],"depth":{"whenNotToUse":{"text":"Need max enterprise K8s (CoreWeave) or burst serverless (Modal/RunPod).","source":"editorial `whenNotTopPick` (data/jtbds.json)"},"whenNotToUseReason":null,"runnerUp":{"providerId":"coreweave","name":"CoreWeave","overallForJob":7.47,"pickOverallForJob":7.82,"beatsPickOn":["capabilityFit","latencyReliability","privacyPosture","maturity"],"source":"first resolvable entry of the job's editorially ranked `runnersUpIds`; scores are stored job-weighted scores"},"runnerUpReason":null,"lockIn":{"pickLockInRisk":5.5,"runnerUpLockInRisk":6.5,"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 CoreWeave (5.5 vs 6.5).","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":43,"stale":true,"staleAfterDays":30,"reason":null},"lastReviewed":{"asOf":"2026-09-14","ageDays":43,"stale":true,"staleAfterDays":30,"reason":null},"sourceCheck":{"checkedAt":"2026-10-27","sourceUrls":1,"sourcesReachable":1,"pricingRows":3,"pricingRowsReconfirmed":2,"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":"lambda","slug":"lambda","name":"Lambda","tagline":"Best boring GPU cloud for research labs who want clusters without CoreWeave enterprise theater.","overall":7.82},"runnersUp":[{"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":"crusoe","slug":"crusoe","name":"Crusoe","tagline":"Solid neocloud when you want SLA + energy story. Not the first stop for hackathon GPUs.","overall":7.67},{"id":"runpod","slug":"runpod","name":"RunPod","tagline":"Depot default for self-serve GPUs. Secure Cloud for anything customer-facing; Community/spot for batch.","overall":8.34},{"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":"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":"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}]}