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DeepInfra vs Novita AI
Two budget open-model hosts with the same $0.02 floor. Novita adds GPUs, LoRA endpoints and full 1M context on DeepSeek V4 Pro. DeepInfra stays simpler.
By The Subconscious Team · Updated
DeepInfra vs Novita AI: key differences
This is one of the closest price fights in the category. Both advertise LLM prices from $0.02 per million, and both move fast on new open releases. The clearest difference shows up on DeepSeek V4 Pro: DeepInfra serves it in FP4 with context capped at 66K, while Novita offers the full 1M at the same blended price. Novita's catalog is also wider, 200+ models spanning video, voice cloning and embeddings on top of text, image and speech, and its API speaks both OpenAI and Anthropic formats. DeepInfra's API is OpenAI-compatible.
Novita is also more of a platform. It adds a GPU cloud from RTX 3090s to H200s with spot pricing up to 50% off, dedicated endpoints that run any Hugging Face model with hot-swappable LoRA adapters, batch at 50% off and a per-second Agent Sandbox. DeepInfra keeps to a shared API with no minimums or contracts. Each has a weak spot. DeepInfra's is default quantization. Novita's is looser serverless SLAs, middling uptime ratings, Discord-based support and no public SOC 2 or HIPAA. For long-context DeepSeek work or LoRA serving, Novita has the edge. For plain bulk calls, DeepInfra is a sound default.
What DeepInfra and Novita AI 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 profileNovita AI
Novita AI is a San Francisco inference cloud founded in late 2023 by Frank Lewis and Junyu Huang, and it competes on price and breadth. Its serverless API covers 200+ open models across LLMs, image, video, speech, voice cloning and embeddings, with LLM prices starting at $0.02 per million tokens. The API speaks both OpenAI and Anthropic formats. It became an official Hugging Face Inference Partner in April 2026 and was the day-zero launch partner for Google's Gemma 4.
Example models: DeepSeek V4 Pro, Gemma 4
Full Novita AI profileShould you choose DeepInfra or Novita AI?
DeepInfra
Choose DeepInfra for
- Plain per-token bulk calls with no platform to learn
- Teams that treat low list price as the main metric
- Short-context jobs where FP4 caps do not matter
Novita AI
Choose Novita AI for
- Full 1M context on DeepSeek V4 Pro at a budget price
- Serving private models with hot-swappable LoRA adapters
- Model APIs, GPUs and agent sandboxes on one bill
DeepInfra vs Novita AI at a glance
| Attribute | DeepInfra | Novita AI |
|---|---|---|
| Model access | Open weights | Open weights |
| Flagship models | DeepSeek V4 Flash, Llama 3.1 8B | DeepSeek V4 Pro, Gemma 4 |
| Speed | ~33 tok/s on DeepSeek V4 Pro (FP4) | ~36 tok/s on DeepSeek V4 Pro |
| Price | From $0.02 per 1M | From $0.02 per 1M; batch 50% off |
| Customization | No managed fine-tuning | Hot-swappable LoRA adapters |
| Deployment | Shared API, no contracts | Serverless, GPU cloud, dedicated |
| Long context | 66K on FP4 DeepSeek V4 Pro | Full 1M on DeepSeek V4 Pro |
Frequently asked questions
What is the difference between DeepInfra and Novita AI?
Two budget open-model hosts with the same $0.02 floor. Novita adds GPUs, LoRA endpoints and full 1M context on DeepSeek V4 Pro. DeepInfra stays simpler.
When should I choose DeepInfra over Novita AI?
Plain per-token bulk calls with no platform to learn; Teams that treat low list price as the main metric; Short-context jobs where FP4 caps do not matter.
When should I choose Novita AI over DeepInfra?
Full 1M context on DeepSeek V4 Pro at a budget price; Serving private models with hot-swappable LoRA adapters; Model APIs, GPUs and agent sandboxes on one bill.
Is DeepInfra or Novita AI cheaper?
DeepInfra: From $0.02 per 1M. Novita AI: From $0.02 per 1M; batch 50% off. The cheaper choice depends on the model and workload.
Which has more context, DeepInfra or Novita AI?
DeepInfra: 66K on FP4 DeepSeek V4 Pro. Novita AI: Full 1M on DeepSeek V4 Pro.
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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.