{"jtbd":{"id":"low-carbon-gpu-inference","slug":"low-carbon-gpu-inference","name":"Low-carbon / region-aware GPU inference","shortName":"Low-carbon GPU","problemStatement":"Prefer cleaner energy regions or sustainable GPU clouds when agents can trade a few ms of latency for lower carbon intensity."},"pick":{"id":"crusoe","slug":"crusoe","name":"Crusoe","tagline":"Solid neocloud when you want SLA + energy story. 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Medium and Low: 'May be preempted by higher-priority groups.' 'Lowest is the lowest cost and the most interruptible.' CPU-only: 'Billed at $0.005 per vCPU-hour and $0.001 per GB of RAM per hour.' (1 vCPU / 1 GB '$0.006' per hr). Volume discounts 'for deployments above 100 GPUs, long-running jobs, and committed contracts' (sales); Salad Dedicated RTX PRO 6000 Blackwell 'quoted per allocation and term'. Free trial: 'No.'","scores":{"capabilityFit":6.5,"pricePerformance":9.5,"latencyReliability":5,"developerDx":7,"privacyPosture":4.5,"lockInRisk":3.5,"maturity":6.8,"overall":6.1,"kind":"curated_estimate","confidence":"high","asOf":"2026-10-19"}},{"id":"verda","slug":"verda","name":"Verda","tagline":"Top EU list-price neocloud peer to Nebius. 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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":8.29,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14"}},{"id":"scaleway-generative","slug":"scaleway-generative","name":"Scaleway Generative APIs","tagline":"Best-documented EU open-model serverless API after Mistral. Use when you want Paris residency + published €…","website":"https://www.scaleway.com/en/generative-apis/","overall":8.29,"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":8.29,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","pricingNotes":"As of 2026-09-14 (official pricing table): Pay-per-1M tokens in Paris; 1M free tokens for new customers; examples — llama-3.3-70b €0.90/€0.90, gpt-oss-120b €0.15/€0.60, qwen3-coder-30b €0.20/€0.80, whisper-large-v3 €0.003/audio minute, embeddings from €0.10/M. Batch discounts for non-realtime. Dedicated Managed Inference alternative for reserved throughput.","scores":{"capabilityFit":7.8,"pricePerformance":8.6,"latencyReliability":8,"developerDx":8.2,"privacyPosture":9.3,"lockInRisk":3.8,"maturity":8,"overall":8.29,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14"}},{"id":"gcore","slug":"gcore","name":"Gcore","tagline":"EU inference bargain on published H100 €/hr. Pair with Mistral/Scaleway for model APIs; Verda when you need…","website":"https://gcore.com","overall":8.11,"scoreBand":{"low":7.5,"mid":8.1,"high":8.7,"halfWidth":0.6,"basis":"editorial_prior","display":"7.5–8.7 (editorial prior)"},"scoreLayers":{"editorialPrior":8.11,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","pricingNotes":"As of 2026-09-14 (gcore.com/pricing/ai): Everywhere Inference per-hour — 1×H100 €1.53, 1×A100 €1.26, 1×L40S €1.08 (ex-VAT). Virtual GPU 1×H100 €2.36/hr. Bare-metal 8×H100/H200/B300/GB300 clusters sales/calculator. Luxembourg-rooted edge/CDN company with EU sovereignty narrative.","scores":{"capabilityFit":8,"pricePerformance":8.8,"latencyReliability":8.2,"developerDx":7.2,"privacyPosture":8.8,"lockInRisk":4.5,"maturity":8.5,"overall":8.11,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14"}}],"scoreBand":{"low":7.2,"mid":7.8,"high":8.4,"halfWidth":0.6,"basis":"editorial_prior","display":"7.2–8.4 (editorial prior)"},"scoreLayers":{"editorialPrior":7.77,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"whyPickOverHigherScore":{"pickId":"crusoe","pickName":"Crusoe","pickScore":7.77,"highestScoredCandidateId":"verda","highestScoredCandidateName":"Verda","highestScore":8.29,"pickHasLowerCompositeScore":true,"delta":-0.52,"pickLeadsOnDimensions":["latencyReliability (8.6 vs 8.4)","maturity (8 vs 7.8)"],"explanation":"Crusoe (7.77) is the editorial pick for Low-carbon / region-aware GPU inference over higher-composite Verda (8.29) because composite scores are provider-wide priors while Crusoe wins on latencyReliability (8.6 vs 8.4), maturity (8 vs 7.8): Privacy/region + maturity of sustainability claims. 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