{"jtbdId":null,"categoryId":"cat-gpu-cloud","sort":"overall","minConfidence":"low","region":null,"asOf":"2026-10-28","freshness":{"scoreAsOfMin":"2026-10-28","scoreAsOfMax":"2026-10-28","contractAsOf":"2026-10-03","note":"asOf values come from each row's scores.asOf. They are not a live price or latency pull."},"rankContract":{"style":"editorial_weighted","notAnElo":true,"notComparableTo":["lmarena_elo","artificial_analysis_intelligence_index","openrouter_throughput_p50"],"sortMeans":"Higher catalog score first within this JTBD or category. Not cross-category comparable."},"priceSort":{"available":true,"param":"sort=price","direction":"ascending_cheapest_sourced_input_first","coverage":{"considered":40,"withSourcedInputTokenPrice":6,"excludedFromPriceSort":34,"label":"6 of 40 candidates have a sourced chat input $/1M; 34 candidates excluded from sort=price. Browser hours are not included."}},"unavailableFilters":[{"name":"throughput","reason":"No measured tokens/sec in this catalog. Do not invent TTFT."},{"name":"context_length","reason":"No structured context-window field yet. See research/gaps.md."}],"scoring":{"scale":"0-10","lockInRisk":"higher = more lock-in / worse; overall uses 10-lockInRisk","formula":"overall = 0.25*capabilityFit + 0.18*pricePerformance + 0.15*latencyReliability + 0.15*developerDx + 0.10*privacyPosture + 0.07*(10-lockInRisk) + 0.10*maturity. Raw lockInRisk stays higher=worse; only the aggregate inverts."},"results":[{"rank":1,"providerId":"modal","slug":"modal","name":"Modal","tagline":"Depot darling for Python agent backends and bursty GPU jobs. If you think in functions not VMs, start here.","status":"active","categoryIds":["cat-gpu-cloud","cat-cpu-compute","cat-sandboxes-browsers"],"regions":["us","global"],"overall":8.44,"scores":{"capabilityFit":9,"pricePerformance":8.2,"latencyReliability":8.6,"developerDx":9.6,"privacyPosture":7.8,"lockInRisk":4.5,"maturity":8.2,"overall":8.44,"kind":"curated_estimate","confidence":"high","asOf":"2026-10-28","sources":["Modal: https://modal.com","Modal pricing: https://modal.com/pricing"],"notes":"Depot darling for Python agent backends and bursty GPU jobs. If you think in functions not VMs, start here."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":2,"providerId":"runpod","slug":"runpod","name":"RunPod","tagline":"Depot default for self-serve GPUs. Secure Cloud for anything customer-facing; Community/spot for batch.","status":"active","categoryIds":["cat-gpu-cloud"],"regions":["global","us","eu"],"overall":8.32,"scores":{"capabilityFit":8.8,"pricePerformance":9,"latencyReliability":8,"developerDx":8.8,"privacyPosture":7,"lockInRisk":3.5,"maturity":8.2,"overall":8.32,"kind":"curated_estimate","confidence":"high","asOf":"2026-10-28","sources":["RunPod: https://www.runpod.io","GPU cloud comparisons: https://www.runpod.io/articles/alternatives/best-gpu-cloud-providers-for-ai-and-ml"],"notes":"Depot default for self-serve GPUs. Secure Cloud for anything customer-facing; Community/spot for batch."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":3,"providerId":"verda","slug":"verda","name":"Verda","tagline":"Top EU list-price neocloud peer to Nebius. Prefer Nebius Depot default for global neocloud; Verda when EU…","status":"active","categoryIds":["cat-gpu-cloud","cat-cpu-compute"],"regions":["eu","global"],"overall":8.23,"scores":{"capabilityFit":8.6,"pricePerformance":8.2,"latencyReliability":8.4,"developerDx":8.4,"privacyPosture":8.8,"lockInRisk":4,"maturity":7.8,"overall":8.23,"kind":"curated_estimate","confidence":"high","asOf":"2026-10-28","sources":["Verda pricing: https://verda.com/pricing","Verda H100: https://verda.com/h100"],"notes":"Top EU list-price neocloud peer to Nebius. Prefer Nebius Depot default for global neocloud; Verda when EU residency + public Blackwell card matter."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":4,"providerId":"together","slug":"together","name":"Together AI","tagline":"Best catalog breadth for OSS models. Watch minimums and lifetime spend gates before you design around a gated…","status":"active","categoryIds":["cat-inference-apis","cat-train-finetune","cat-gpu-cloud"],"regions":["us","global"],"overall":8.2,"scores":{"capabilityFit":8.5,"pricePerformance":9,"latencyReliability":8,"developerDx":8.4,"privacyPosture":7.2,"lockInRisk":3.5,"maturity":8.2,"overall":8.2,"kind":"curated_estimate","confidence":"high","asOf":"2026-10-28","sources":["Together AI: https://www.together.ai","Together pricing: https://www.together.ai/pricing","Together docs: https://docs.together.ai"],"notes":"Best catalog breadth for OSS models. Watch minimums and lifetime spend gates before you design around a gated model."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":0.15,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":0.15,"skuId":null,"sku":null,"comparison":"min sourced input SKU among candidates; not quality-adjusted","usdPerMillionInputTokens":0.15}},{"rank":5,"providerId":"digitalocean","slug":"digitalocean","name":"DigitalOcean","tagline":"Classic simple cloud. Use for steady VMs and Spaces; pair Paperspace/RunPod for GPUs.","status":"active","categoryIds":["cat-cpu-compute","cat-object-storage","cat-gpu-cloud"],"regions":["global","us","eu","ap"],"overall":8.15,"scores":{"capabilityFit":7.8,"pricePerformance":8.2,"latencyReliability":8.8,"developerDx":8.5,"privacyPosture":7.5,"lockInRisk":3.5,"maturity":9.2,"overall":8.15,"kind":"curated_estimate","confidence":"high","asOf":"2026-10-28","sources":["DigitalOcean: https://www.digitalocean.com"],"notes":"Classic simple cloud. Use for steady VMs and Spaces; pair Paperspace/RunPod for GPUs."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":6,"providerId":"koyeb","slug":"koyeb","name":"Koyeb","tagline":"Serverless GPU/app peer for EU-friendly deploys. Depot neocloud pick stays Nebius; interruptible Salad…","status":"active","categoryIds":["cat-gpu-cloud","cat-cpu-compute"],"regions":["global","us","eu","ap"],"overall":8.12,"scores":{"capabilityFit":8.2,"pricePerformance":8.4,"latencyReliability":8.2,"developerDx":8.8,"privacyPosture":7.8,"lockInRisk":3.6,"maturity":7.8,"overall":8.12,"kind":"curated_estimate","confidence":"high","asOf":"2026-10-28","sources":["Koyeb pricing: https://www.koyeb.com/pricing","Koyeb: https://www.koyeb.com"],"notes":"Serverless GPU/app peer for EU-friendly deploys. Depot neocloud pick stays Nebius; interruptible Salad; Python jobs Modal; Koyeb when Git+GPU scale-to-zero DX wins."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":7,"providerId":"friendli","slug":"friendli","name":"FriendliAI","tagline":"Open-model production peer when latency/tool-calling matter. Fireworks remains depot open-model default…","status":"active","categoryIds":["cat-inference-apis","cat-gpu-cloud"],"regions":["global","us","ap"],"overall":8.03,"scores":{"capabilityFit":8.4,"pricePerformance":8,"latencyReliability":8.4,"developerDx":8.2,"privacyPosture":8.2,"lockInRisk":4,"maturity":7.6,"overall":8.03,"kind":"curated_estimate","confidence":"high","asOf":"2026-10-28","sources":["FriendliAI pricing: https://friendli.ai/pricing","FriendliAI: https://friendli.ai"],"notes":"Open-model production peer when latency/tool-calling matter. Fireworks remains depot open-model default; dedicated GPU step-up live 2026-10-01 — size reserved endpoints on the new $/hr card."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":0.14,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":0.14,"skuId":null,"sku":null,"comparison":"min sourced input SKU among candidates; not quality-adjusted","usdPerMillionInputTokens":0.14}},{"rank":8,"providerId":"gcore","slug":"gcore","name":"Gcore","tagline":"EU inference bargain on published H100 €/hr. Pair with Mistral/Scaleway for model APIs; Verda when you need…","status":"active","categoryIds":["cat-gpu-cloud","cat-cpu-compute"],"regions":["eu","global"],"overall":8.01,"scores":{"capabilityFit":8,"pricePerformance":8.8,"latencyReliability":8.2,"developerDx":7.2,"privacyPosture":8.8,"lockInRisk":4.5,"maturity":8.5,"overall":8.01,"kind":"curated_estimate","confidence":"high","asOf":"2026-10-28","sources":["Gcore AI pricing: https://gcore.com/pricing/ai","Gcore GPU Cloud: https://gcore.com/gpu-cloud"],"notes":"EU inference bargain on published H100 €/hr. Pair with Mistral/Scaleway for model APIs; Verda when you need self-serve IB training clusters."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":9,"providerId":"baseten","slug":"baseten","name":"Baseten","tagline":"Strong custom-model serving alternative to Replicate/Modal when you bring your own model.","status":"active","categoryIds":["cat-gpu-cloud","cat-inference-apis"],"regions":["us","global"],"overall":7.99,"scores":{"capabilityFit":8.4,"pricePerformance":7.8,"latencyReliability":8.4,"developerDx":8.6,"privacyPosture":7.5,"lockInRisk":4.5,"maturity":8,"overall":7.99,"kind":"curated_estimate","confidence":"high","asOf":"2026-10-28","sources":["Baseten: https://www.baseten.co","Baseten docs: https://docs.baseten.co","Baseten pricing: https://www.baseten.co/pricing"],"notes":"Strong custom-model serving alternative to Replicate/Modal when you bring your own model."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":0.1,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":0.1,"skuId":null,"sku":null,"comparison":"min sourced input SKU among candidates; not quality-adjusted","usdPerMillionInputTokens":0.1}},{"rank":10,"providerId":"hyperstack","slug":"hyperstack","name":"Hyperstack","tagline":"Solid UK/EU GPU alternative with public card. Nebius/Verda first for neocloud; Hyperstack when UK entity +…","status":"active","categoryIds":["cat-gpu-cloud","cat-inference-apis"],"regions":["eu","global"],"overall":7.98,"scores":{"capabilityFit":8.2,"pricePerformance":8.4,"latencyReliability":8,"developerDx":8,"privacyPosture":8.5,"lockInRisk":4,"maturity":7.5,"overall":7.98,"kind":"curated_estimate","confidence":"high","asOf":"2026-10-28","sources":["Hyperstack GPU pricing: https://www.hyperstack.cloud/gpu-pricing","Hyperstack: https://www.hyperstack.cloud"],"notes":"Solid UK/EU GPU alternative with public card. Nebius/Verda first for neocloud; Hyperstack when UK entity + Studio inference matter."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":11,"providerId":"lambda","slug":"lambda","name":"Lambda","tagline":"Best boring GPU cloud for research labs who want clusters without CoreWeave enterprise theater.","status":"active","categoryIds":["cat-gpu-cloud","cat-train-finetune"],"regions":["us"],"overall":7.97,"scores":{"capabilityFit":8.8,"pricePerformance":6.8,"latencyReliability":8.8,"developerDx":8.5,"privacyPosture":7.8,"lockInRisk":5.5,"maturity":8.6,"overall":7.97,"kind":"curated_estimate","confidence":"high","asOf":"2026-10-28","sources":["Lambda: https://lambda.ai","Lambda GPU instances: https://lambda.ai/instances"],"notes":"Best boring GPU cloud for research labs who want clusters without CoreWeave enterprise theater."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":12,"providerId":"deepinfra","slug":"deepinfra","name":"DeepInfra","tagline":"Budget open-model workhorse and one of the cheapest large-catalog hosts. Great for evals and high-volume…","status":"active","categoryIds":["cat-inference-apis","cat-gpu-cloud"],"regions":["us","global"],"overall":7.95,"scores":{"capabilityFit":8,"pricePerformance":9.4,"latencyReliability":7.5,"developerDx":8.5,"privacyPosture":6.5,"lockInRisk":3,"maturity":7.2,"overall":7.95,"kind":"curated_estimate","confidence":"high","asOf":"2026-10-28","sources":["DeepInfra Pricing: https://deepinfra.com/pricing","DeepInfra: https://deepinfra.com","Cheapest inference providers Jul 2026: https://infrabase.ai/blog/cheapest-inference-providers"],"notes":"Budget open-model workhorse and one of the cheapest large-catalog hosts. Great for evals and high-volume non-critical traffic; dual-run critical paths on Fireworks/Together."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":0.1,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":0.1,"skuId":null,"sku":null,"comparison":"min sourced input SKU among candidates; not quality-adjusted","usdPerMillionInputTokens":0.1}},{"rank":13,"providerId":"lightning-ai","slug":"lightning-ai","name":"Lightning AI","tagline":"Use when the team already lives in Lightning/PyTorch notebooks. Together/Unsloth remain Depot finetune…","status":"active","categoryIds":["cat-train-finetune","cat-gpu-cloud","cat-cpu-compute"],"regions":["global","us"],"overall":7.93,"scores":{"capabilityFit":8.6,"pricePerformance":7,"latencyReliability":8.2,"developerDx":9,"privacyPosture":7.4,"lockInRisk":4.8,"maturity":8.4,"overall":7.93,"kind":"curated_estimate","confidence":"high","asOf":"2026-10-28","sources":["Lightning AI pricing: https://lightning.ai/pricing","Lightning AI: https://lightning.ai"],"notes":"Use when the team already lives in Lightning/PyTorch notebooks. Together/Unsloth remain Depot finetune defaults; Modal for Python serverless agents."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":14,"providerId":"replicate","slug":"replicate","name":"Replicate","tagline":"Ship a model demo by lunch. Migrate hot paths to Modal/RunPod/Fireworks when the bill hurts.","status":"active","categoryIds":["cat-gpu-cloud","cat-media-gen","cat-inference-apis"],"regions":["global"],"overall":7.82,"scores":{"capabilityFit":8.4,"pricePerformance":6,"latencyReliability":8.2,"developerDx":9.4,"privacyPosture":7,"lockInRisk":4,"maturity":8.8,"overall":7.82,"kind":"curated_estimate","confidence":"high","asOf":"2026-10-28","sources":["Replicate: https://replicate.com"],"notes":"Ship a model demo by lunch. Migrate hot paths to Modal/RunPod/Fireworks when the bill hurts."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":15,"providerId":"crusoe","slug":"crusoe","name":"Crusoe","tagline":"Solid neocloud when you want SLA + energy story. Not the first stop for hackathon GPUs.","status":"active","categoryIds":["cat-gpu-cloud"],"regions":["us"],"overall":7.76,"scores":{"capabilityFit":8.6,"pricePerformance":7.2,"latencyReliability":8.6,"developerDx":7.4,"privacyPosture":8,"lockInRisk":5.5,"maturity":8,"overall":7.76,"kind":"curated_estimate","confidence":"medium","asOf":"2026-10-28","sources":["Crusoe: https://www.crusoe.ai","Crusoe Cloud: https://www.crusoe.ai/cloud","Crusoe pricing context: https://computeprices.com"],"notes":"Solid neocloud when you want SLA + energy story. Not the first stop for hackathon GPUs."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":16,"providerId":"nebius","slug":"nebius","name":"Nebius","tagline":"Top-tier neocloud when you want list prices + serious clusters. RunPod/Vast still win for hackathon…","status":"active","categoryIds":["cat-gpu-cloud"],"regions":["global","us"],"overall":7.75,"scores":{"capabilityFit":8.6,"pricePerformance":7,"latencyReliability":8.4,"developerDx":7.6,"privacyPosture":8,"lockInRisk":4.8,"maturity":7.8,"overall":7.75,"kind":"curated_estimate","confidence":"high","asOf":"2026-10-28","sources":["Nebius prices: https://nebius.com/prices","Nebius compute pricing docs: https://docs.nebius.com/compute/resources/pricing","Nebius vs Oblivus 2026: https://computeprices.com/compare/nebius-vs-oblivus"],"notes":"Top-tier neocloud when you want list prices + serious clusters. RunPod/Vast still win for hackathon self-serve."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":17,"providerId":"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.","status":"active","categoryIds":["cat-gpu-cloud","cat-train-finetune"],"regions":["global"],"overall":7.72,"scores":{"capabilityFit":9.4,"pricePerformance":4.8,"latencyReliability":9.5,"developerDx":7,"privacyPosture":9,"lockInRisk":8,"maturity":9.9,"overall":7.72,"kind":"curated_estimate","confidence":"high","asOf":"2026-10-28","sources":["AWS EC2 GPU instances: https://aws.amazon.com/ec2/instance-types/","Amazon SageMaker: https://aws.amazon.com/sagemaker/"],"notes":"Use when AWS is destiny. For greenfield agent GPUs, neoclouds win on price and speed-to-pod."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":18,"providerId":"coreweave","slug":"coreweave","name":"CoreWeave","tagline":"Enterprise training/inference fleet pick. Skip if you just need a single H100 for an afternoon — use RunPod.","status":"active","categoryIds":["cat-gpu-cloud"],"regions":["us","eu"],"overall":7.71,"scores":{"capabilityFit":9.2,"pricePerformance":5.5,"latencyReliability":9,"developerDx":7.5,"privacyPosture":8.2,"lockInRisk":6.5,"maturity":8.8,"overall":7.71,"kind":"curated_estimate","confidence":"high","asOf":"2026-10-28","sources":["CoreWeave: https://www.coreweave.com","CoreWeave pricing: https://www.coreweave.com/pricing"],"notes":"Enterprise training/inference fleet pick. Skip if you just need a single H100 for an afternoon — use RunPod."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":19,"providerId":"voltage-park","slug":"voltage-park","name":"Voltage Park","tagline":"Now legitimately self-serve for H100 bursts at published $1.99–$2.49/hr. Prefer RunPod/Nebius for indie…","status":"active","categoryIds":["cat-gpu-cloud"],"regions":["us"],"overall":7.71,"scores":{"capabilityFit":8.6,"pricePerformance":7.8,"latencyReliability":8.4,"developerDx":6.8,"privacyPosture":7.8,"lockInRisk":5.5,"maturity":7.8,"overall":7.71,"kind":"curated_estimate","confidence":"high","asOf":"2026-10-28","sources":["Voltage Park H100 pricing: https://voltagepark.com/pricing","Dedicated Reserve Compute: https://www.voltagepark.com/product/dedicated-reserve-compute","Cloud H100 product: https://www.voltagepark.com/product/cloud-h100"],"notes":"Now legitimately self-serve for H100 bursts at published $1.99–$2.49/hr. Prefer RunPod/Nebius for indie experiments; Voltage Park when you want owned-fleet H100 clusters + clear list price without hyperscaler egress theater. Confirm Blackwell quotes separately."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":20,"providerId":"nvidia-nim","slug":"nvidia-nim","name":"NVIDIA NIM / NGC","tagline":"Choose when you self-host inference on NVIDIA GPUs and want blessed containers. For serverless tokens use…","status":"active","categoryIds":["cat-inference-apis","cat-gpu-cloud","cat-train-finetune"],"regions":["global","us"],"overall":7.66,"scores":{"capabilityFit":8.6,"pricePerformance":7,"latencyReliability":8,"developerDx":6.8,"privacyPosture":8.5,"lockInRisk":6,"maturity":9,"overall":7.66,"kind":"curated_estimate","confidence":"medium","asOf":"2026-10-28","sources":["NVIDIA NIM: https://www.nvidia.com/en-us/ai/","NVIDIA NGC: https://catalog.ngc.nvidia.com","NIM docs: https://docs.nvidia.com/nim/"],"notes":"Choose when you self-host inference on NVIDIA GPUs and want blessed containers. For serverless tokens use Fireworks/Groq."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":21,"providerId":"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.","status":"active","categoryIds":["cat-gpu-cloud"],"regions":["global"],"overall":7.65,"scores":{"capabilityFit":8,"pricePerformance":8.8,"latencyReliability":8,"developerDx":6.5,"privacyPosture":7.8,"lockInRisk":7,"maturity":9,"overall":7.65,"kind":"curated_estimate","confidence":"medium","asOf":"2026-10-28","sources":["Oracle Cloud GPU: https://www.oracle.com/cloud/compute/gpu/","OCI compute pricing: https://www.oracle.com/cloud/price-list/"],"notes":"Secret weapon for cheap cloud GPUs if you tolerate OCI quirks. Not the agent-native DX winner."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":22,"providerId":"paperspace","slug":"paperspace","name":"Paperspace (DigitalOcean)","tagline":"Fine for experiments and small fine-tunes. Graduate to RunPod/Lambda/CoreWeave for serious training.","status":"active","categoryIds":["cat-gpu-cloud","cat-cpu-compute"],"regions":["us","eu"],"overall":7.59,"scores":{"capabilityFit":7.2,"pricePerformance":7.8,"latencyReliability":7.8,"developerDx":8.2,"privacyPosture":7.2,"lockInRisk":4,"maturity":8.5,"overall":7.59,"kind":"curated_estimate","confidence":"high","asOf":"2026-10-28","sources":["Paperspace: https://www.paperspace.com"],"notes":"Fine for experiments and small fine-tunes. Graduate to RunPod/Lambda/CoreWeave for serious training."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":23,"providerId":"gcp-gpu","slug":"gcp-gpu","name":"GCP GPU (Compute/GKE)","tagline":"Fine inside GCP. Quota tickets will humble you — plan capacity early.","status":"active","categoryIds":["cat-gpu-cloud"],"regions":["global"],"overall":7.59,"scores":{"capabilityFit":9,"pricePerformance":5,"latencyReliability":9,"developerDx":7.2,"privacyPosture":8.8,"lockInRisk":7.8,"maturity":9.8,"overall":7.59,"kind":"curated_estimate","confidence":"high","asOf":"2026-10-28","sources":["GCP GPUs: https://cloud.google.com/compute/docs/gpus"],"notes":"Fine inside GCP. Quota tickets will humble you — plan capacity early."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":24,"providerId":"beam","slug":"beam","name":"Beam","tagline":"Viable Modal/RunPod alternative for serverless endpoints. Evaluate cold starts on your workload.","status":"active","categoryIds":["cat-gpu-cloud","cat-cpu-compute"],"regions":["us","global"],"overall":7.57,"scores":{"capabilityFit":7.8,"pricePerformance":8,"latencyReliability":7.5,"developerDx":8.2,"privacyPosture":7,"lockInRisk":4,"maturity":7,"overall":7.57,"kind":"curated_estimate","confidence":"high","asOf":"2026-10-28","sources":["Beam pricing: https://www.beam.cloud/pricing","Beam: https://www.beam.cloud","Beam docs: https://docs.beam.cloud"],"notes":"Viable Modal/RunPod alternative for serverless endpoints. Evaluate cold starts on your workload."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":25,"providerId":"cerebras","slug":"cerebras","name":"Cerebras","tagline":"Best ultra-throughput play when your model is on Cerebras (official token matrix now pinned). Pair with…","status":"active","categoryIds":["cat-inference-apis","cat-gpu-cloud"],"regions":["us"],"overall":7.56,"scores":{"capabilityFit":8,"pricePerformance":8.2,"latencyReliability":7.8,"developerDx":7.5,"privacyPosture":7.2,"lockInRisk":5.5,"maturity":7.5,"overall":7.56,"kind":"curated_estimate","confidence":"high","asOf":"2026-10-28","sources":["Cerebras public models API (pricing): https://inference-docs.cerebras.ai/api-reference/models/public-models","Cerebras Inference: https://www.cerebras.ai/inference","Cerebras Inference API: https://inference.cerebras.ai"],"notes":"Best ultra-throughput play when your model is on Cerebras (official token matrix now pinned). Pair with Groq/Fireworks fallback for catalog holes and rate-limit spikes."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":0.35,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":0.35,"skuId":null,"sku":null,"comparison":"min sourced input SKU among candidates; not quality-adjusted","usdPerMillionInputTokens":0.35}},{"rank":26,"providerId":"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…","status":"active","categoryIds":["cat-gpu-cloud"],"regions":["us","global"],"overall":7.56,"scores":{"capabilityFit":7.2,"pricePerformance":8.8,"latencyReliability":7.4,"developerDx":8.2,"privacyPosture":7,"lockInRisk":3,"maturity":6.5,"overall":7.56,"kind":"curated_estimate","confidence":"high","asOf":"2026-10-28","sources":["Thunder Compute pricing: https://www.thundercompute.com/pricing","Thunder Compute: https://www.thundercompute.com"],"notes":"Indie-friendly A100/H100 when you want simpler than Vast marketplace. RunPod/Salad for interruptible fleets; Nebius for SXM clusters."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":27,"providerId":"northflank","slug":"northflank","name":"Northflank","tagline":"Choose when the agent needs a whole app platform, not just a code jail. E2B for pure sandboxes; Railway for…","status":"active","categoryIds":["cat-cpu-compute","cat-sandboxes-browsers","cat-gpu-cloud"],"regions":["global","us"],"overall":7.49,"scores":{"capabilityFit":8,"pricePerformance":7.4,"latencyReliability":7.8,"developerDx":8,"privacyPosture":7.5,"lockInRisk":5.5,"maturity":7.2,"overall":7.49,"kind":"curated_estimate","confidence":"high","asOf":"2026-10-28","sources":["Northflank: https://northflank.com","Northflank pricing: https://northflank.com/pricing","Agent sandbox landscape: https://shipengtao.com/en/agent-sandbox/"],"notes":"Choose when the agent needs a whole app platform, not just a code jail. E2B for pure sandboxes; Railway for simple apps."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":28,"providerId":"azure-gpu","slug":"azure-gpu","name":"Azure GPU (N-series/ND)","tagline":"Microsoft-shop GPU default. Everyone else should compare RunPod/Lambda first.","status":"active","categoryIds":["cat-gpu-cloud"],"regions":["global"],"overall":7.47,"scores":{"capabilityFit":8.8,"pricePerformance":5,"latencyReliability":9,"developerDx":6.8,"privacyPosture":8.8,"lockInRisk":7.8,"maturity":9.7,"overall":7.47,"kind":"curated_estimate","confidence":"high","asOf":"2026-10-28","sources":["Azure VMs: https://azure.microsoft.com/products/virtual-machines/"],"notes":"Microsoft-shop GPU default. Everyone else should compare RunPod/Lambda first."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":29,"providerId":"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…","status":"active","categoryIds":["cat-gpu-cloud"],"regions":["global","us","eu"],"overall":7.46,"scores":{"capabilityFit":8,"pricePerformance":8.4,"latencyReliability":7.2,"developerDx":6.8,"privacyPosture":7,"lockInRisk":4.2,"maturity":7.4,"overall":7.46,"kind":"curated_estimate","confidence":"medium","asOf":"2026-10-28","sources":["FluidStack: https://www.fluidstack.io","FluidStack H100 on GPUPerHour: https://gpuperhour.com/providers/fluidstack/h100-sxm-80gb","FluidStack on getdeploying: https://getdeploying.com/fluidstack","GPU Cloud Prices FluidStack: https://gpucloudprices.com/provider/fluidstack/"],"notes":"Useful opportunistic H100 capacity if the live console quote clears ~$2.1–2.5/hr. Remain medium until a public SKU table exists."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":30,"providerId":"anyscale","slug":"anyscale","name":"Anyscale","tagline":"Default when your agent stack already is Ray or you need serious multi-node Python. For simple serverless GPU…","status":"active","categoryIds":["cat-gpu-cloud","cat-cpu-compute","cat-train-finetune"],"regions":["global","us"],"overall":7.46,"scores":{"capabilityFit":8.2,"pricePerformance":6.5,"latencyReliability":8,"developerDx":7.5,"privacyPosture":7.8,"lockInRisk":5.5,"maturity":8.2,"overall":7.46,"kind":"curated_estimate","confidence":"high","asOf":"2026-10-28","sources":["Anyscale pricing: https://www.anyscale.com/pricing","Anyscale: https://www.anyscale.com","Ray: https://www.ray.io"],"notes":"Default when your agent stack already is Ray or you need serious multi-node Python. For simple serverless GPU prefer Modal/RunPod."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":31,"providerId":"novita","slug":"novita","name":"Novita AI","tagline":"Budget open-model host with a pinned official matrix — strong DeepInfra/SiliconFlow peer. Prefer…","status":"active","categoryIds":["cat-inference-apis","cat-gpu-cloud"],"regions":["global","us"],"overall":7.42,"scores":{"capabilityFit":7.2,"pricePerformance":9,"latencyReliability":7,"developerDx":7.8,"privacyPosture":7,"lockInRisk":3.5,"maturity":6.2,"overall":7.42,"kind":"curated_estimate","confidence":"high","asOf":"2026-10-28","sources":["Novita Model API pricing: https://novita.ai/model-api/pricing","Novita AI: https://novita.ai"],"notes":"Budget open-model host with a pinned official matrix — strong DeepInfra/SiliconFlow peer. Prefer Fireworks/Together when you need tighter SLAs or LoRA serving; Novita when sticker $/1M wins."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":32,"providerId":"massed-compute","slug":"massed-compute","name":"Massed Compute","tagline":"Strong self-serve neocloud with a durable public rate card and owned fleet (not a marketplace). Good…","status":"active","categoryIds":["cat-gpu-cloud"],"regions":["global","us"],"overall":7.42,"scores":{"capabilityFit":7.6,"pricePerformance":8.2,"latencyReliability":7.4,"developerDx":7.2,"privacyPosture":7.5,"lockInRisk":4,"maturity":6.8,"overall":7.42,"kind":"curated_estimate","confidence":"high","asOf":"2026-10-28","sources":["Massed Compute on-demand GPU pricing: https://vm.massedcompute.com/pricing","Massed Compute: https://massedcompute.com"],"notes":"Strong self-serve neocloud with a durable public rate card and owned fleet (not a marketplace). Good Nebius/RunPod peer when you want listed H100/H200 without shadeform aggregation. Still medium-maturity vs CoreWeave."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":33,"providerId":"cloudferro","slug":"cloudferro","name":"CloudFerro","tagline":"EU public-cloud GPU when Infomaniak/Mistral APIs are not enough and you must run weights in PL/DE…","status":"active","categoryIds":["cat-gpu-cloud","cat-cpu-compute"],"regions":["eu","pl","de"],"overall":7.32,"scores":{"capabilityFit":7.2,"pricePerformance":5.8,"latencyReliability":8.4,"developerDx":6.8,"privacyPosture":9.2,"lockInRisk":4,"maturity":8.6,"overall":7.32,"kind":"curated_estimate","confidence":"high","asOf":"2026-10-28","sources":["CloudFerro WAW4-1 GPU VMs: https://cloudferro.com/pricing/pricing-tables/waw4-1-cloud/virtual-machines-vm-with-gpu/","CloudFerro: https://cloudferro.com"],"notes":"EU public-cloud GPU when Infomaniak/Mistral APIs are not enough and you must run weights in PL/DE. Nebius/Verda remain better $/GPU for commercial EU neocloud."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":34,"providerId":"lepton","slug":"lepton","name":"Lepton AI","tagline":"Consider when Fireworks latency/price disappoints on a supported model. Keep a second host.","status":"active","categoryIds":["cat-inference-apis","cat-gpu-cloud"],"regions":["global","us"],"overall":7.3,"scores":{"capabilityFit":7.2,"pricePerformance":8.2,"latencyReliability":7.2,"developerDx":7.8,"privacyPosture":7,"lockInRisk":3.8,"maturity":6.4,"overall":7.3,"kind":"curated_estimate","confidence":"medium","asOf":"2026-10-28","sources":["Lepton AI: https://www.lepton.ai","Fireworks vs Lepton 2026: https://costbench.com/compare/fireworks-ai-vs-lepton/","Fireworks alternatives 2026: https://www.spheron.network/blog/fireworks-ai-alternatives/"],"notes":"Consider when Fireworks latency/price disappoints on a supported model. Keep a second host."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":35,"providerId":"chutes","slug":"chutes","name":"Chutes","tagline":"Budget open-model overflow with a now-pinned public TEE matrix. Depot open-model production pick stays…","status":"active","categoryIds":["cat-inference-apis","cat-gpu-cloud"],"regions":["global","us"],"overall":7.29,"scores":{"capabilityFit":7.4,"pricePerformance":9.2,"latencyReliability":6.8,"developerDx":7.6,"privacyPosture":5.8,"lockInRisk":4,"maturity":6.2,"overall":7.29,"kind":"curated_estimate","confidence":"high","asOf":"2026-10-28","sources":["Chutes pricing: https://chutes.ai/pricing","Chutes starter guide: https://chutes.ai/docs/guides/starter-guide","Chutes: https://chutes.ai"],"notes":"Budget open-model overflow with a now-pinned public TEE matrix. Depot open-model production pick stays Fireworks; ultra-budget volume DeepInfra/Novita; use Chutes as capacity valve and re-check live rates."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":0.039,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":0.039,"skuId":null,"sku":null,"comparison":"min sourced input SKU among candidates; not quality-adjusted","usdPerMillionInputTokens":0.039}},{"rank":36,"providerId":"oblivus","slug":"oblivus","name":"Oblivus","tagline":"Price-check peer to Nebius/RunPod for on-demand H100s. Validate support and regions.","status":"active","categoryIds":["cat-gpu-cloud"],"regions":["global","us"],"overall":7.21,"scores":{"capabilityFit":7.4,"pricePerformance":8.4,"latencyReliability":7,"developerDx":7.2,"privacyPosture":6.8,"lockInRisk":3.8,"maturity":6,"overall":7.21,"kind":"curated_estimate","confidence":"medium","asOf":"2026-10-28","sources":["Oblivus: https://oblivus.com","Nebius vs Oblivus 2026: https://computeprices.com/compare/nebius-vs-oblivus"],"notes":"Price-check peer to Nebius/RunPod for on-demand H100s. Validate support and regions."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":37,"providerId":"shadeform","slug":"shadeform","name":"Shadeform","tagline":"Use as a router/compare layer across GPU clouds. Still pin production to a known underlying provider.","status":"active","categoryIds":["cat-gpu-cloud"],"regions":["global","us"],"overall":7.09,"scores":{"capabilityFit":7,"pricePerformance":8.4,"latencyReliability":6.8,"developerDx":8,"privacyPosture":6,"lockInRisk":4.5,"maturity":6.2,"overall":7.09,"kind":"curated_estimate","confidence":"medium","asOf":"2026-10-28","sources":["Shadeform: https://shadeform.com","Shadeform prices: https://shadeform.com/prices","Shadeform marketplace overview: https://runany.dev/blog/shadeform-gpu-cloud-marketplace/"],"notes":"Use as a router/compare layer across GPU clouds. Still pin production to a known underlying provider."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":38,"providerId":"tensordock","slug":"tensordock","name":"TensorDock","tagline":"Cheap GPU peer to Vast/RunPod community. Fine for interruptible training/batch; not regulated PII.","status":"active","categoryIds":["cat-gpu-cloud"],"regions":["global","us"],"overall":7.08,"scores":{"capabilityFit":7.2,"pricePerformance":8.8,"latencyReliability":6.2,"developerDx":7.2,"privacyPosture":5.5,"lockInRisk":3,"maturity":6.5,"overall":7.08,"kind":"curated_estimate","confidence":"medium","asOf":"2026-10-28","sources":["TensorDock GPUs: https://marketplace.tensordock.com/cloud-gpus.html","TensorDock: https://tensordock.com"],"notes":"Cheap GPU peer to Vast/RunPod community. Fine for interruptible training/batch; not regulated PII."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":39,"providerId":"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.","status":"active","categoryIds":["cat-gpu-cloud"],"regions":["global"],"overall":6.94,"scores":{"capabilityFit":7,"pricePerformance":9.8,"latencyReliability":4.5,"developerDx":7.2,"privacyPosture":4,"lockInRisk":2.5,"maturity":7.5,"overall":6.94,"kind":"curated_estimate","confidence":"medium","asOf":"2026-10-28","sources":["Vast.ai: https://vast.ai","Vast.ai pricing: https://vast.ai/pricing","Vast.ai console: https://cloud.vast.ai"],"notes":"Cheapest GPUs if your job can die and restart. Never put customer PII training here without eyes wide open."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":40,"providerId":"salad","slug":"salad","name":"SaladCloud","tagline":"Promoted high on official /pricing floor ($0.015/GPU-hr). Depot interruptible ultra-cheap GPU pick…","status":"active","categoryIds":["cat-gpu-cloud"],"regions":["global","us"],"overall":6.72,"scores":{"capabilityFit":6.5,"pricePerformance":9.5,"latencyReliability":5,"developerDx":7,"privacyPosture":4.5,"lockInRisk":3.5,"maturity":6.8,"overall":6.72,"kind":"curated_estimate","confidence":"high","asOf":"2026-10-28","sources":["SaladCloud pricing: https://salad.com/pricing","Salad price changes Sep 2026: https://blog.salad.com/saladcloud-price-changes-september-2026/","SaladCloud: https://salad.com"],"notes":"Promoted high on official /pricing floor ($0.015/GPU-hr). Depot interruptible ultra-cheap GPU pick; Vast/TensorDock remain marketplace peers. Prefer Nebius/RunPod/Modal when you need sticky sessions or predictable TTFT."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}}],"quote":null,"editorialPriorAsOf":"2026-10-28","pricingLastVerifiedAt":"2026-10-28","jtbd":null,"jtbdAssumed":false,"assumptionNote":null,"defaultJtbd":"coding-agent","crossCategory":false,"note":"Cross-category / category-only board — overall scores are not comparable across categories."}