{"jtbd":{"id":"cheap-gpu","slug":"cheap-gpu","name":"Cheapest on-demand GPUs","shortName":"Cheapest on-demand GPUs","problemStatement":"Minimize $/GPU-hr for fault-tolerant training/batch."},"pick":{"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.","website":"https://vast.ai","overall":7.2,"scoreBand":{"low":6.6,"mid":7.2,"high":7.8,"halfWidth":0.6,"basis":"editorial_prior","display":"6.6–7.8 (editorial prior)"},"scoreLayers":{"editorialPrior":7.2,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","pricingNotes":"As of 2026-09-14: P2P GPU marketplace; H100 commonly ~$1.5–2.5/hr class depending on host/interruptibility; prices fluctuate by supply. Interruptible instances cheapest; verify host reliability and security posture. Never default for regulated PII training.","scores":{"capabilityFit":7,"pricePerformance":9.8,"latencyReliability":4.5,"developerDx":7.2,"privacyPosture":4,"lockInRisk":2.5,"maturity":7.5,"overall":7.2,"kind":"curated_estimate","confidence":"medium","asOf":"2026-09-14"}},"runnersUp":[{"id":"runpod","slug":"runpod","name":"RunPod","tagline":"Depot default for self-serve GPUs. Secure Cloud for anything customer-facing; Community/spot for batch.","website":"https://www.runpod.io","overall":8.34,"scoreBand":{"low":7.7,"mid":8.3,"high":8.9,"halfWidth":0.6,"basis":"editorial_prior","display":"7.7–8.9 (editorial prior)"},"scoreLayers":{"editorialPrior":8.34,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-19","editorialPriorAsOf":"2026-10-19","pricingNotes":"Secure Cloud + Community Cloud; serverless per-second; H100 often ~$2–3+/hr depending tier; spot cheaper.","scores":{"capabilityFit":8.8,"pricePerformance":9,"latencyReliability":8,"developerDx":8.8,"privacyPosture":7,"lockInRisk":3.5,"maturity":8.2,"overall":8.34,"kind":"curated_estimate","confidence":"high","asOf":"2026-10-19"}},{"id":"oracle-gpu","slug":"oracle-gpu","name":"Oracle Cloud GPU","tagline":"Secret weapon for cheap cloud GPUs if you tolerate OCI quirks. Not the agent-native DX winner.","website":"https://www.oracle.com/cloud/compute/gpu/","overall":7.7,"scoreBand":{"low":7.1,"mid":7.7,"high":8.3,"halfWidth":0.6,"basis":"editorial_prior","display":"7.1–8.3 (editorial prior)"},"scoreLayers":{"editorialPrior":7.7,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-19","editorialPriorAsOf":"2026-09-14","pricingNotes":"As of 2026-09-14: OCI GPU instances with historically aggressive promotional pricing vs AWS/Azure/GCP; enterprise contracts and free-tier-adjacent CPU still part of the story. DX and marketplace friction remain the tradeoff vs RunPod/Lambda.","scores":{"capabilityFit":8,"pricePerformance":8.8,"latencyReliability":8,"developerDx":6.5,"privacyPosture":7.8,"lockInRisk":7,"maturity":9,"overall":7.7,"kind":"curated_estimate","confidence":"medium","asOf":"2026-09-14"}},{"id":"fluidstack","slug":"fluidstack","name":"FluidStack","tagline":"Useful opportunistic H100 capacity if the live console quote clears ~$2.1–2.5/hr. Remain medium until a…","website":"https://www.fluidstack.io","overall":7.52,"scoreBand":{"low":6.9,"mid":7.5,"high":8.1,"halfWidth":0.6,"basis":"editorial_prior","display":"6.9–8.1 (editorial prior)"},"scoreLayers":{"editorialPrior":7.52,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","pricingNotes":"As of 2026-09-14: Official fluidstack.io homepage still has no durable public rate card (capacity/mission positioning). Aggregator trackers disagree: GPUPerHour ~$2.10/hr H100 SXM; gpucloudprices June-2026 ~$2.89; A100 ~$1.30–$1.49; H200 ~$2.30–$3.49. Per-minute billing; spot/reserved exist. Round 4 re-check: still console/AE-quote only. Do not treat tracker midpoints as list price.","scores":{"capabilityFit":8,"pricePerformance":8.4,"latencyReliability":7.2,"developerDx":6.8,"privacyPosture":7,"lockInRisk":4.2,"maturity":7.4,"overall":7.52,"kind":"curated_estimate","confidence":"medium","asOf":"2026-09-14"}},{"id":"thunder-compute","slug":"thunder-compute","name":"Thunder Compute","tagline":"Indie-friendly A100/H100 when you want simpler than Vast marketplace. RunPod/Salad for interruptible fleets…","website":"https://www.thundercompute.com","overall":7.65,"scoreBand":{"low":7.1,"mid":7.7,"high":8.3,"halfWidth":0.6,"basis":"editorial_prior","display":"7.1–8.3 (editorial prior)"},"scoreLayers":{"editorialPrior":7.65,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","pricingNotes":"As of 2026-09-14 (thundercompute.com/pricing): Per-minute billing. A100 80GB $1.09/hr; H100 PCIe $3.20/hr; L40 $0.79; RTX A6000 $0.35. Multi-GPU listed (e.g. 2×A100 $2.18, 2×H100 $6.40 class). Snapshots $0.05/GB/mo; extra vCPU $0.04/hr; no egress fees claimed.","scores":{"capabilityFit":7.2,"pricePerformance":8.8,"latencyReliability":7.4,"developerDx":8.2,"privacyPosture":7,"lockInRisk":3,"maturity":6.5,"overall":7.65,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14"}},{"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…","website":"https://verda.com","overall":8.17,"scoreBand":{"low":7.6,"mid":8.2,"high":8.8,"halfWidth":0.6,"basis":"editorial_prior","display":"7.6–8.8 (editorial prior)"},"scoreLayers":{"editorialPrior":8.17,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","pricingNotes":"As of 2026-10-27 (verda.com/pricing, formerly DataCrunch; fetched twice 2026-10-27, USD view; the page also has a € EUR view): On-demand 1x GPU instance per hour (stored rows): B200 $8.608, H200 $6.066, H100 SXM5 $4.652, A100 80GB $2.182, L40S $1.845; also listed, not stored: B300 $11.02, GB300 $12.67. Spot about half (e.g. H100 $2.326, H200 $3.033; not stored). Serverless containers priced separately (H100 $5.12/h continuous, $2.56 spot). Reserved 1 month to 2 years: 2% to 25% off on-demand. Instant IB clusters self-serve. SOC 2 + GDPR. On-demand USD prices have risen at every read since 2026-10-19; the page states no reason.","scores":{"capabilityFit":8.6,"pricePerformance":8.2,"latencyReliability":8.4,"developerDx":8.4,"privacyPosture":8.8,"lockInRisk":4,"maturity":7.8,"overall":8.17,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14"}}],"scoreBand":{"low":6.6,"mid":7.2,"high":7.8,"halfWidth":0.6,"basis":"editorial_prior","display":"6.6–7.8 (editorial prior)"},"scoreLayers":{"editorialPrior":7.2,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"whyPickOverHigherScore":{"pickId":"vast-ai","pickName":"Vast.ai","pickScore":7.2,"highestScoredCandidateId":"runpod","highestScoredCandidateName":"RunPod","highestScore":8.34,"pickHasLowerCompositeScore":true,"delta":-1.14,"pickLeadsOnDimensions":["pricePerformance (9.8 vs 9)","lower lockInRisk (2.5 vs 3.5)"],"explanation":"Vast.ai (7.2) is the editorial pick for Cheapest on-demand GPUs over higher-composite RunPod (8.34) because composite scores are provider-wide priors while Vast.ai wins on pricePerformance (9.8 vs 9), lower lockInRisk (2.5 vs 3.5): pricePerf primary; reliability heavily discounted for marketplaces."},"cheapest":{"providerId":"salad","providerName":"SaladCloud","skuId":"salad-gpu-rtx-3090-lowest","item":"RTX 3090 24GB (Lowest priority, batch)","plan":"RTX 3090 24GB (Lowest priority, batch) — USD per GPU-hour, Lowest (batch) tier: the most interruptible","unit":"usd_per_gpu_hour","amountUsd":0.09,"isFloorPrice":true,"floorWarning":"Provider-wide floor SKU; may not be the flagship model scored for this JTBD.","skuCountInUnit":6,"isDepotPick":false,"sourceUrl":"https://salad.com/pricing","asOf":"2026-10-19","verifiedAsOf":"2026-10-19"},"recommendedWorkloadQuote":null,"representativeQuote":null,"estimatedTaskCost":null,"freeAlternatives":[],"referenceDocs":[],"falsification":{"jtbdId":"cheap-gpu","jtbdName":"Cheapest on-demand GPUs","currentPickId":"vast-ai","currentPickScore":7.2,"challengerId":"runpod","challengerScore":8.34,"currentScoreGap":1.14,"minVerifiedOutcomes":10,"requiredOutcomeMargin":1.29,"requiredSuccessRateDelta":0.15,"maxPickPriceIncreasePct":25,"whatWouldChangePick":["RunPod (runpod) outperforms Vast.ai (vast-ai) by >= 1.29 outcome points (or >= 15% worked-rate delta) across >= 10 Countersign-verified production outcomes.","A verified price increase > 25% on Vast.ai's representative SKU for cheap-gpu without a corresponding capability gain.","Live caller rail exhaustion (?exhausted=vast-ai) or sustained >= 30% degraded/failed rate in verified production outcomes."],"frozenHoldoutPolicy":{"holdoutSplit":"20% frozen benchmark holdout tasks + 80% live production outcome receipts","requireCountersignReceipt":true,"requiredEvidenceTiers":["outcome_verified","reference_checked"],"minDistinctContributors":2,"antiGamingRule":"Unverified self-reports and seed/editorial rows never mutate picks or scores."},"triggers":[{"kind":"verified_outcomes_outperformance","challengerId":"runpod","minVerifiedOutcomes":10,"requiredOutcomeMargin":1.29,"requiredWorkedRateDelta":0.15},{"kind":"verified_price_increase","providerId":"vast-ai","maxPriceIncreasePct":25},{"kind":"live_rail_exhaustion_or_degradation","providerId":"vast-ai","immediateOverrideUrl":"/api/decide?jtbd=cheap-gpu&exhausted=vast-ai"}],"submissionSpec":{"falsifyEndpoint":"/api/falsify?jtbd=cheap-gpu","outcomesEndpoint":"POST /api/feedback","correctionsEndpoint":"POST /api/corrections","payloadTemplate":{"agentIdentity":"agent:<your-agent-id>","jtbdId":"cheap-gpu","providerId":"runpod","outcome":"worked","detail":"Comparative production evaluation on cheap-gpu (n>=10 tasks) with Countersign receipt.","confidence":"high","receipt":{"countersign":{"claim_id":"cs-00000000","status":"verified","evidence_tier":"outcome_verified","counts_as_verified":true}}}}},"whatWouldChangePick":["RunPod (runpod) outperforms Vast.ai (vast-ai) by >= 1.29 outcome points (or >= 15% worked-rate delta) across >= 10 Countersign-verified production outcomes.","A verified price increase > 25% on Vast.ai's representative SKU for cheap-gpu without a corresponding capability gain.","Live caller rail exhaustion (?exhausted=vast-ai) or sustained >= 30% degraded/failed rate in verified production outcomes."],"routePlan":{"jtbdId":"cheap-gpu","primary":{"providerId":"vast-ai","name":"Vast.ai","overall":7.2,"scoreBand":{"low":6.6,"mid":7.2,"high":7.8,"halfWidth":0.6,"basis":"editorial_prior","display":"6.6–7.8 (editorial prior)"},"scoreLayers":{"editorialPrior":7.2,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","role":"primary","reason":"Editorial Depot Pick for Cheapest on-demand GPUs; healthy/eligible under caller constraints."},"fallback":[{"providerId":"runpod","name":"RunPod","overall":8.34,"scoreBand":{"low":7.7,"mid":8.3,"high":8.9,"halfWidth":0.6,"basis":"editorial_prior","display":"7.7–8.9 (editorial prior)"},"scoreLayers":{"editorialPrior":8.34,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-19","editorialPriorAsOf":"2026-10-19","role":"fallback","reason":"Ranked fallback route for Cheapest on-demand GPUs."},{"providerId":"oracle-gpu","name":"Oracle Cloud GPU","overall":7.7,"scoreBand":{"low":7.1,"mid":7.7,"high":8.3,"halfWidth":0.6,"basis":"editorial_prior","display":"7.1–8.3 (editorial prior)"},"scoreLayers":{"editorialPrior":7.7,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-19","editorialPriorAsOf":"2026-09-14","role":"fallback","reason":"Ranked fallback route for Cheapest on-demand GPUs."},{"providerId":"fluidstack","name":"FluidStack","overall":7.52,"scoreBand":{"low":6.9,"mid":7.5,"high":8.1,"halfWidth":0.6,"basis":"editorial_prior","display":"6.9–8.1 (editorial prior)"},"scoreLayers":{"editorialPrior":7.52,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","role":"fallback","reason":"Ranked fallback route for Cheapest on-demand GPUs."},{"providerId":"thunder-compute","name":"Thunder Compute","overall":7.65,"scoreBand":{"low":7.1,"mid":7.7,"high":8.3,"halfWidth":0.6,"basis":"editorial_prior","display":"7.1–8.3 (editorial prior)"},"scoreLayers":{"editorialPrior":7.65,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","role":"fallback","reason":"Ranked fallback route for Cheapest on-demand GPUs."},{"providerId":"verda","name":"Verda","overall":8.17,"scoreBand":{"low":7.6,"mid":8.2,"high":8.8,"halfWidth":0.6,"basis":"editorial_prior","display":"7.6–8.8 (editorial prior)"},"scoreLayers":{"editorialPrior":8.17,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","role":"fallback","reason":"Ranked fallback route for Cheapest on-demand GPUs."}],"disqualified":[],"expectedRegret":{"scoreDeltaVsUnconstrainedPick":0,"unconstrainedPickId":"vast-ai","activePrimaryId":"vast-ai","summary":"0.00 score regret: unconstrained editorial pick satisfies all caller constraints."},"evidenceAgeDays":{"editorialScoreAgeDays":43,"pricingVerifiedAgeDays":0,"editorialPriorAsOf":"2026-09-14","pricingLastVerifiedAt":"2026-10-27"},"confidenceBand":{"low":6.6,"mid":7.2,"high":7.8,"halfWidth":0.6,"basis":"editorial_prior","display":"6.6–7.8 (editorial prior)"},"constraintsApplied":false,"constraintBundle":{"task":null,"jtbd":"cheap-gpu","quotaExhausted":[],"degraded":[],"healthy":[],"budgetUsd":null,"maxLatencyMs":null,"region":null,"privacy":null,"exit":[],"existing":[]}},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","tie":false,"scoreGap":-1.14,"decidingFactor":null,"tieNote":null,"rationale":"pricePerf primary; reliability heavily discounted for marketplaces.","whenNotTopPick":"Need SLA/security — RunPod Secure Cloud, Lambda, or CoreWeave. Never Vast for sensitive PII without review.","skipTopPick":false,"skipReason":null,"matchedConstraints":[],"pricingSummary":"As of 2026-09-14: P2P GPU marketplace; H100 commonly ~$1.5–2.5/hr class depending on host/interruptibility; prices fluctuate by supply. Interruptible instances cheapest; verify host reliability and security posture. Never default for regulated PII training.","cite":"Depot Pick for cheap-gpu: vast-ai (asOf 2026-09-14). See GET /api/jtbds/cheap-gpu + GET /api/methodology.","nextActions":[{"step":1,"title":"Inspect full JTBD + embeds","href":"/api/jtbds/cheap-gpu?embed=providers","why":"Confirm pick, runners-up, and methodology notes."},{"step":2,"title":"Quote sourced SKUs","href":"/api/quote?jtbd=cheap-gpu","why":"Depot Pick SKUs plus the cheapest sourced SKU whose unit matches this job. Does not change the pick. Does not blend input and output or borrow a chat rate for a non-chat job."},{"step":3,"title":"Open provider detail","href":"/api/providers/vast-ai","why":"Scores, pricingNotes, strengths/weaknesses, communitySignals (claims only)."},{"step":4,"title":"Cite methodology","href":"/api/methodology","why":"Required when publishing a Depot Pick citation."},{"step":5,"title":"Grab badge SVG","href":"/api/badge?type=depot-pick&jtbd=cheap-gpu","why":"Embed in README / agent passport."},{"step":6,"title":"Post production insight","method":"POST","href":"/api/insights","why":"Unverified until curated; never auto-mutates official scores."}],"honesty":["Do not invent scores or benches.","Insights are claims until curated/reviewed; they never silently mutate official scores.","lockInRisk higher = more lock-in (worse).","normalizedUsdPerMillionTokens is set only for a single sourced token row. Otherwise null, with a machine-readable reason. Do not coerce GPU, minute, or per-1k search units.","Runners-up are not Depot Picks.","Depot overall is editorial_weighted, not Arena Elo and not an Artificial Analysis index."],"asOf":"2026-09-14","depth":{"whenNotToUse":{"text":"Need SLA/security — RunPod Secure Cloud, Lambda, or CoreWeave. Never Vast for sensitive PII without review.","source":"editorial `whenNotTopPick` (data/jtbds.json)"},"whenNotToUseReason":null,"runnerUp":{"providerId":"runpod","name":"RunPod","overallForJob":8.34,"pickOverallForJob":7.2,"beatsPickOn":["capabilityFit","latencyReliability","developerDx","privacyPosture","maturity"],"source":"first resolvable entry of the job's editorially ranked `runnersUpIds`; scores are stored job-weighted scores"},"runnerUpReason":null,"lockIn":{"pickLockInRisk":2.5,"runnerUpLockInRisk":3.5,"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 RunPod (2.5 vs 3.5).","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."}},"citation":{"text":"Agent Provider Depot (v0.12.154), Depot Pick for cheap-gpu: vast-ai, scores as of 2026-09-14, retrieved 2026-10-27. https://getagentdepot.com/jtbds/cheap-gpu","markdown":"[Agent Provider Depot](https://getagentdepot.com/jtbds/cheap-gpu) (v0.12.154) — Depot Pick for `cheap-gpu`: **vast-ai** (scores as of 2026-09-14, retrieved 2026-10-27)","fields":{"publisher":"Agent Provider Depot","version":"0.12.154","role":"depot_pick","jtbdId":"cheap-gpu","providerId":"vast-ai","scoreAsOf":"2026-09-14","retrievedOn":"2026-10-27","page":"https://getagentdepot.com/jtbds/cheap-gpu","api":"https://getagentdepot.com/api/decide?jtbd=cheap-gpu"},"howToCite":"Cite Depot as an editorial, dated recommendation, not a benchmark: name the job, the Depot Pick (or runner-up), the score asOf date and the day you retrieved it, and link the job page. Format: “Agent Provider Depot (v{version}), Depot Pick for {jobId}: {providerId}, scores as of {scoreAsOf}, retrieved {retrievedOn}. {baseUrl}/jtbds/{jobId}”. Quote prices only with their own sourceUrl and asOf. If the pick's score is stale (freshness.pick.score.stale), say so."},"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}},"scoreAsOf":"2026-09-14","editorialPriorAsOf":"2026-09-14","pricingLastVerifiedAt":"2026-10-27","pickLastReviewed":"2026-09-14","runnersUpScoreAsOf":["2026-10-19","2026-09-14","2026-09-14","2026-09-14","2026-09-14"],"contractAsOf":"2026-10-03","pricingShape":"prose_notes_only","normalizedUsdPerMillionTokens":null,"normalizationStatus":"unavailable","normalizationReason":"no_sourced_price"},"pricingContract":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"unavailable","normalizationReason":"no_sourced_price","shape":"prose_notes_only","filterable":false,"priceSortEligible":false,"priceSortKeyUsdPerMillionInputTokens":null,"rows":[],"notesExcerpt":"As of 2026-09-14: P2P GPU marketplace; H100 commonly ~$1.5–2.5/hr class depending on host/interruptibility; prices fluctuate by supply. Interruptible instances cheapest; verify host reliability and security posture. Never default for regulated PII training.","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://vast.ai","doNotParse":"Do not parse pricingNotes. Use rows only. normalizedUsdPerMillionTokens is a single number only when this provider has exactly one sourced token row. Input/output, context tiers, and non-token units stay null at this level.","gap":"No sourced price row for this provider. pricingNotes stay prose. See research/gaps.md."},"links":{"jtbd":"/jtbds/cheap-gpu","jtbdApi":"/api/jtbds/cheap-gpu","leaderboard":"/api/leaderboards?jtbd=cheap-gpu","methodology":"/api/methodology","badge":"/api/badge?type=depot-pick&jtbd=cheap-gpu","decide":"/api/decide?jtbd=cheap-gpu","humanPage":"/jtbds/cheap-gpu","alternatives":"/api/alternatives?provider=vast-ai","canonical":"/api/canonical","quote":"/api/quote?jtbd=cheap-gpu","falsify":"/api/falsify?jtbd=cheap-gpu"},"constraintBundle":{"task":null,"jtbd":"cheap-gpu","quotaExhausted":[],"degraded":[],"healthy":[],"budgetUsd":null,"maxLatencyMs":null,"region":null,"privacy":null,"exit":[],"existing":[]},"stackContext":{"host":null,"framework":null,"repo":null,"lang":null,"existing":[],"volume":null,"sender":null,"detectedFromTask":[]},"keep":null,"contextAdvice":null,"communityFeedback":{"pickOnThisJob":{"failed":0,"degraded":0,"worked":0,"insights":0,"withVerifiedReceipt":0,"failureModes":{},"latestAt":null,"note":"Agent-reported claims (unverified unless a receipt is verified by Depot's re-check). They never change scores or picks."},"outcomes":{"job":{"n":0,"worked":0,"degraded":0,"failed":0,"failureModes":{},"verifiedReports":0,"contributors":0,"excluded":{"seed_editorial":0,"test":0,"notFeedback":0},"reason":"no_submitted_outcome_reports_yet"},"pick":{"providerId":"vast-ai","n":0,"worked":0,"degraded":0,"failed":0,"failureModes":{},"evidenceTiers":{"agent_claim":0,"self_declared":0,"reference_checked":0,"outcome_verified":0},"reason":"no_submitted_outcome_reports_yet"},"scoresMutated":false,"more":"/api/outcomes?jtbd=cheap-gpu"},"report":"POST /api/feedback {agentIdentity, outcome: failed|degraded|worked, detail, providerId, jtbdId, failureModeId?, receipt?}"}}