{"id":"enterprise-gpu","slug":"enterprise-gpu","name":"Enterprise GPU cloud","shortName":"Enterprise GPU cloud","problemStatement":"SOC2, dedicated capacity, K8s, procurement-friendly GPU estate.","whenNotTopPick":"Indie team without enterprise needs — RunPod/Lambda.","categoryIds":["cat-gpu-cloud"],"depotPickProviderId":"coreweave","depotPickRationale":"privacy + maturity + reliability.","runnersUpIds":["aws-gpu","gcp-gpu","azure-gpu","crusoe"],"weights":{"capabilityFit":0.22,"pricePerformance":0.25,"latencyReliability":0.15,"developerDx":0.12,"privacyPosture":0.08,"lockInRisk":0.08,"maturity":0.1},"methodologyNotes":"privacy + maturity + reliability.","tags":["enterprise"],"depth":{"whenNotToUse":{"text":"Indie team without enterprise needs — RunPod/Lambda.","source":"editorial `whenNotTopPick` (data/jtbds.json)"},"whenNotToUseReason":null,"runnerUp":{"providerId":"aws-gpu","name":"AWS GPU (EC2/P5/SageMaker)","overallForJob":7.4,"pickOverallForJob":7.47,"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":6.5,"runnerUpLockInRisk":8,"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 AWS GPU (EC2/P5/SageMaker) (6.5 vs 8).","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":"2026-10-19","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":1,"sourcesReachable":1,"pricingRows":4,"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}}},"depotPick":{"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},"runnersUp":[{"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.","overall":7.4},{"id":"gcp-gpu","slug":"gcp-gpu","name":"GCP GPU (Compute/GKE)","tagline":"Fine inside GCP. Quota tickets will humble you — plan capacity early.","overall":7.3},{"id":"azure-gpu","slug":"azure-gpu","name":"Azure GPU (N-series/ND)","tagline":"Microsoft-shop GPU default. Everyone else should compare RunPod/Lambda first.","overall":7.2},{"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}]}