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RunPod alternatives

Depot default for self-serve GPUs. Secure Cloud for anything customer-facing; Community/spot for batch.

Overall 8.32 (curated_estimate, high) · score asOf 2026-10-19 · last reviewed 2026-10-19. This is not an Elo and not a live price board. Provider · JSON

Jobs: serverless-gpu, cheap-gpu, predictable-gpu, production-inference-fleet, batch-gpu, finetune, gpu-marketplace-router

ProviderWhy listedOverallΔ vs subjectasOf
Modal
Depot darling for Python agent backends and bursty GPU jobs. If you think in functions not VMs, start here.
same_jtbd_pick, same_jtbd_runner · serverless-gpu, production-inference-fleet, batch-gpu8.44high+0.122026-10-19
Vast.ai
Cheapest GPUs if your job can die and restart. Never put customer PII training here without eyes wide open.
same_jtbd_pick, same_jtbd_runner · cheap-gpu, batch-gpu, gpu-marketplace-router6.94medium-1.382026-09-14
Together AI
Best catalog breadth for OSS models. Watch minimums and lifetime spend gates before you design around a gated…
same_jtbd_pick · finetune8.2high-0.122026-09-14
Lambda
Best boring GPU cloud for research labs who want clusters without CoreWeave enterprise theater.
same_jtbd_pick · predictable-gpu7.97high-0.352026-09-14
Shadeform
Use as a router/compare layer across GPU clouds. Still pin production to a known underlying provider.
same_jtbd_pick · gpu-marketplace-router7.09medium-1.232026-09-14
Verda
Top EU list-price neocloud peer to Nebius. Prefer Nebius Depot default for global neocloud; Verda when EU…
same_jtbd_runner · cheap-gpu, predictable-gpu8.23high-0.092026-09-14
FriendliAI
Open-model production peer when latency/tool-calling matter. Fireworks remains depot open-model default…
same_jtbd_runner · serverless-gpu, production-inference-fleet8.03high-0.292026-10-01
Baseten
Strong custom-model serving alternative to Replicate/Modal when you bring your own model.
same_jtbd_runner · serverless-gpu, production-inference-fleet7.99high-0.332026-09-14
AWS GPU (EC2/P5/SageMaker)
Use when AWS is destiny. For greenfield agent GPUs, neoclouds win on price and speed-to-pod.
same_jtbd_runner · production-inference-fleet, batch-gpu7.72high-0.62026-09-14
CoreWeave
Enterprise training/inference fleet pick. Skip if you just need a single H100 for an afternoon — use RunPod.
same_jtbd_runner · predictable-gpu, production-inference-fleet7.71high-0.612026-10-19
Unsloth
Depot OSS fine-tune default. Hosted LoRA → Predibase/Fireworks/Together; dead OpenPipe → do not resurrect…
same_jtbd_runner · finetune8.52high+0.22026-09-14
Fireworks AI
Top pick for production open-model serving with real DX. Prefer over random GPU DIY when you want tokens not…
same_jtbd_runner · finetune8.35high+0.032026-09-14

Prices are not ranked on this page. For a job, use the sourced quote (separate input and output rows, Depot Pick unchanged): serverless-gpu, cheap-gpu, predictable-gpu, production-inference-fleet.

Alternatives are other catalog providers that share a JTBD as pick or runner-up. If fewer than three exist, same-category active providers fill the list and are labeled same_category. Overall deltas are catalog scores. kind=curated_estimate is not a lab measurement. Pricing rows are sourced or explicitly null. Do not parse pricingNotes. A single normalized USD figure is set only for a provider with exactly one token row.