{"id":"gpu-marketplace-router","slug":"gpu-marketplace-router","name":"Multi-cloud GPU shopping / routing","shortName":"Multi-cloud GPU shopping / routing","problemStatement":"Compare and provision GPUs across many clouds from one API without N consoles.","whenNotTopPick":"Already standardized on one neocloud with commits.","categoryIds":["cat-gpu-cloud"],"depotPickProviderId":"shadeform","depotPickRationale":"DX of aggregation; remember underlying provider SLA still binds.","runnersUpIds":["vast-ai","runpod","tensordock"],"weights":{"capabilityFit":0.22,"pricePerformance":0.25,"latencyReliability":0.15,"developerDx":0.12,"privacyPosture":0.08,"lockInRisk":0.08,"maturity":0.1},"methodologyNotes":"DX of aggregation; remember underlying provider SLA still binds.","tags":["gpu"],"depth":{"whenNotToUse":{"text":"Already standardized on one neocloud with commits.","source":"editorial `whenNotTopPick` (data/jtbds.json)"},"whenNotToUseReason":null,"runnerUp":{"providerId":"vast-ai","name":"Vast.ai","overallForJob":7.2,"pickOverallForJob":7.16,"beatsPickOn":["pricePerformance","lockInRisk","maturity"],"source":"first resolvable entry of the job's editorially ranked `runnersUpIds`; scores are stored job-weighted scores"},"runnerUpReason":null,"lockIn":{"pickLockInRisk":4.5,"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 4.5, 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":"2026-09-14","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":3,"sourcesReachable":3,"pricingRows":0,"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":"shadeform","slug":"shadeform","name":"Shadeform","tagline":"Use as a router/compare layer across GPU clouds. Still pin production to a known underlying provider.","overall":7.16},"runnersUp":[{"id":"vast-ai","slug":"vast-ai","name":"Vast.ai","tagline":"Cheapest GPUs if your job can die and restart. Never put customer PII training here without eyes wide open.","overall":7.2},{"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":"tensordock","slug":"tensordock","name":"TensorDock","tagline":"Cheap GPU peer to Vast/RunPod community. Fine for interruptible training/batch; not regulated PII.","overall":7.23}]}