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DeepInfra vs Nebius
Nebius is a European AI cloud with tokens, dedicated endpoints and raw GPUs. DeepInfra is a lean shared API with a bigger catalog and a lower entry price.
By The Subconscious Team · Updated
DeepInfra vs Nebius: key differences
The closest point of comparison is Nebius Token Factory against DeepInfra's shared API. Both serve open models behind OpenAI-compatible endpoints. DeepInfra's catalog is larger, 150+ models against Token Factory's 60+, and its entry price is lower, $0.02 per million on Llama 3.1 8B against Nebius's floor of $0.06 per million input. DeepInfra also asks for nothing up front, with no minimums, setup fees or contracts, while Nebius has no free trial, a $25 minimum first payment, and startup credits limited to funded companies coming through partners.
Nebius wins on everything around the tokens. It is headquartered in Amsterdam with EU or US placement, which matters for regulated European buyers. Dedicated endpoints carry a 99.9% SLA, you can upload a fine-tuned checkpoint and serve it at the same token pricing, and the same account rents raw GPUs from H100s at $2.15 an hour preemptible up to GB300 racks. Artificial Analysis has measured Nebius among the top hosts on throughput. DeepInfra has no managed fine-tuning. Cost-first bulk work leans DeepInfra. In-region enterprise workloads and serving your own tuned models lean Nebius.
What DeepInfra and Nebius do
DeepInfra
DeepInfra is the price floor for open-model inference. Developers treat it as the reference point for what a token should cost, with small models like Llama 3.1 8B at $0.02 per million and DeepSeek V4 Flash at $0.14 in and $0.28 out. The catalog covers 150+ open models across text, image and speech behind a fully OpenAI-compatible API. There are no minimums, setup fees or contracts on the shared API.
Example models: DeepSeek V4 Flash, Llama 3.1 8B
Full DeepInfra profileNebius
Nebius is an Amsterdam-headquartered AI cloud and the strongest European alternative to the US hyperscalers. It sells raw NVIDIA GPU compute, from H100s at $2.15 an hour preemptible up to GB300 NVL72 racks, and it has begun adding Vera Rubin. Hyperscale buyers back it: a Microsoft capacity deal worth about $17.4B in September 2025, then a Meta agreement worth up to about $27B in March 2026.
Example models: DeepSeek V3, GPT-OSS
Full Nebius profileShould you choose DeepInfra or Nebius?
DeepInfra
Choose DeepInfra for
- Trying models with no minimum payment or contract
- The widest open catalog at the lowest entry price
- Cost-first bulk jobs on shared endpoints
Nebius
Choose Nebius for
- European enterprises that need workloads kept in-region
- Serving uploaded fine-tunes on dedicated endpoints with a 99.9% SLA
- Growing from tokens into raw GPU training on one account
DeepInfra vs Nebius at a glance
| Attribute | DeepInfra | Nebius |
|---|---|---|
| Model access | Open weights | Open weights, 60+ models |
| Flagship models | DeepSeek V4 Flash, Llama 3.1 8B | DeepSeek, Qwen, GLM, Kimi, GPT-OSS |
| Speed | ~33 tok/s on DeepSeek V4 Pro (FP4) | Among top hosts on throughput |
| Price | From $0.02 per 1M | From $0.06 per 1M input |
| Customization | No managed fine-tuning | Serve uploaded fine-tunes |
| Deployment | Shared API, no contracts | Token Factory, dedicated, raw GPUs |
| Long context | 66K on FP4 DeepSeek V4 Pro | Varies by model |
Frequently asked questions
What is the difference between DeepInfra and Nebius?
Nebius is a European AI cloud with tokens, dedicated endpoints and raw GPUs. DeepInfra is a lean shared API with a bigger catalog and a lower entry price.
When should I choose DeepInfra over Nebius?
Trying models with no minimum payment or contract; The widest open catalog at the lowest entry price; Cost-first bulk jobs on shared endpoints.
When should I choose Nebius over DeepInfra?
European enterprises that need workloads kept in-region; Serving uploaded fine-tunes on dedicated endpoints with a 99.9% SLA; Growing from tokens into raw GPU training on one account.
Is DeepInfra or Nebius cheaper?
DeepInfra: From $0.02 per 1M. Nebius: From $0.06 per 1M input. The cheaper choice depends on the model and workload.
Which has more context, DeepInfra or Nebius?
DeepInfra: 66K on FP4 DeepSeek V4 Pro. Nebius: Varies by model.
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If your agents run past 200K tokens, compare both against Subconscious. Our inference stack treats a long-horizon trace as the primary workload, so speed, cost, and accuracy hold up deep into the trace.