NVIDIA NIM / NGC alternatives
Choose when you self-host inference on NVIDIA GPUs and want blessed containers. For serverless tokens use…
Overall 7.66 (curated_estimate, medium) · score asOf 2026-10-19 · last reviewed 2026-10-19. This is not an Elo and not a live price board. Provider · JSON
Jobs: open-model-inference, enterprise-gpu, production-inference-fleet, self-host-nim, air-gapped-model-serve
| Provider | Why listed | Overall | Δ vs subject | asOf |
|---|---|---|---|---|
| Fireworks AI Top pick for production open-model serving with real DX. Prefer over random GPU DIY when you want tokens not… | same_jtbd_pick, same_jtbd_runner · open-model-inference, self-host-nim | 8.35high | +0.69 | 2026-09-14 |
| CoreWeave Enterprise training/inference fleet pick. Skip if you just need a single H100 for an afternoon — use RunPod. | same_jtbd_pick, same_jtbd_runner · enterprise-gpu, production-inference-fleet | 7.71high | +0.05 | 2026-10-19 |
| RunPod Depot default for self-serve GPUs. Secure Cloud for anything customer-facing; Community/spot for batch. | same_jtbd_pick · production-inference-fleet | 8.32high | +0.66 | 2026-10-19 |
| FriendliAI Open-model production peer when latency/tool-calling matter. Fireworks remains depot open-model default… | same_jtbd_runner · open-model-inference, production-inference-fleet | 8.03high | +0.37 | 2026-10-01 |
| Baseten Strong custom-model serving alternative to Replicate/Modal when you bring your own model. | same_jtbd_runner · production-inference-fleet, self-host-nim | 7.99high | +0.33 | 2026-09-14 |
| Hugging Face Inference Perfect for Hub-native workflows and custom models. For hard production latency, graduate to… | same_jtbd_runner · open-model-inference, air-gapped-model-serve | 7.95high | +0.29 | 2026-09-14 |
| 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 · enterprise-gpu, production-inference-fleet | 7.72high | +0.06 | 2026-09-14 |
| Modal Depot darling for Python agent backends and bursty GPU jobs. If you think in functions not VMs, start here. | same_jtbd_runner · production-inference-fleet | 8.44high | +0.78 | 2026-10-19 |
| Together AI Best catalog breadth for OSS models. Watch minimums and lifetime spend gates before you design around a gated… | same_jtbd_runner · open-model-inference | 8.2high | +0.54 | 2026-09-14 |
| Groq Use when latency is the product. Do not build your whole company on one Groq model SKU — they rotate. | same_jtbd_runner · open-model-inference | 7.95high | +0.29 | 2026-09-14 |
| DeepInfra Budget open-model workhorse and one of the cheapest large-catalog hosts. Great for evals and high-volume… | same_jtbd_runner · open-model-inference | 7.95high | +0.29 | 2026-09-14 |
| Replicate Ship a model demo by lunch. Migrate hot paths to Modal/RunPod/Fireworks when the bill hurts. | same_jtbd_runner · self-host-nim | 7.82high | +0.16 | 2026-09-14 |
Prices are not ranked on this page. For a job, use the sourced quote (separate input and output rows, Depot Pick unchanged): open-model-inference, enterprise-gpu, production-inference-fleet, self-host-nim.
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.