{"id":"batch-gpu","slug":"batch-gpu","name":"Batch / interruptible GPU jobs","shortName":"Batch / interruptible GPU jobs","problemStatement":"Offline evals, embeddings, or training steps that tolerate preemption.","whenNotTopPick":"Strict deadlines without restart logic — dedicated on-demand.","categoryIds":["cat-gpu-cloud"],"depotPickProviderId":"runpod","depotPickRationale":"pricePerf + dx for spot/serverless batch.","runnersUpIds":["vast-ai","modal","aws-gpu"],"weights":{"capabilityFit":0.22,"pricePerformance":0.25,"latencyReliability":0.15,"developerDx":0.12,"privacyPosture":0.08,"lockInRisk":0.08,"maturity":0.1},"methodologyNotes":"pricePerf + dx for spot/serverless batch.","tags":["batch"],"depth":{"whenNotToUse":{"text":"Strict deadlines without restart logic — dedicated on-demand.","source":"editorial `whenNotTopPick` (data/jtbds.json)"},"whenNotToUseReason":null,"runnerUp":{"providerId":"vast-ai","name":"Vast.ai","overallForJob":7.2,"pickOverallForJob":8.34,"beatsPickOn":["pricePerformance","lockInRisk"],"source":"first resolvable entry of the job's editorially ranked `runnersUpIds`; scores are stored job-weighted scores"},"runnerUpReason":null,"lockIn":{"pickLockInRisk":3.5,"runnerUpLockInRisk":2.5,"scale":"0–10 stored curated estimate; higher = more lock-in (worse)","pickExitSignals":[],"runnerUpExitSignals":[],"pickNotes":[],"selfHostFallback":[],"migration":"Runner-up Vast.ai has lower stored lock-in risk (2.5 vs 3.5, 0–10, higher = more lock-in).","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":2,"sourcesReachable":2,"pricingRows":12,"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}}}}