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Hugging Face Inference Providers vs Novita AI

Novita AI became a Hugging Face Inference Partner in April 2026. The question is whether to reach its cheap models through the router or sign up directly.

By The Subconscious Team · Updated

Hugging Face Inference Providers vs Novita AI: key differences

Hugging Face bills partner traffic at the provider's own rate with no markup, so Novita's prices, from $0.02 per million tokens on LLMs, carry through the router. Appending :cheapest to a model id picks the lowest output price across 17 hosts, which may or may not land on Novita. What the router adds is choice: 132 chat models, failover when a host is flagged unavailable, and live price and latency data per provider. What it costs is an extra hop and Hugging Face rate limits stacked on Novita's own. Novita's serverless API speaks both OpenAI and Anthropic formats and covers 200+ models across text, image, video, speech and embeddings.

Going direct unlocks the rest of Novita's platform. It offers batch at 50% off, dedicated endpoints for any Hugging Face model with hot-swappable LoRA adapters and a 99.5% SLA, a GPU cloud from RTX 3090s to H200s with spot pricing, and an Agent Sandbox on Firecracker microVMs. The router has none of that and no fine-tuning. Novita's gaps are enterprise ones: looser serverless SLAs, Discord-based support and no public SOC 2 or HIPAA. Its DeepSeek V4 Pro runs about 36 tokens per second with the full 1M context. Teams that want a fallback when Novita slows down get it more easily through Hugging Face.

What Hugging Face Inference Providers and Novita AI do

Hugging Face Inference Providers

Inference Providers is a router run by Hugging Face that sits in front of partner inference clouds. The current partner list covers Baseten, Cerebras, Cohere, DeepInfra, fal, Featherless AI, Fireworks, Groq, Novita, Nscale, OVHcloud, Public AI, Replicate, Scaleway, Together, WaveSpeedAI and Z.ai, plus Hugging Face's own HF Inference, which now mostly serves CPU workloads like embeddings and classification. Chat traffic goes through an OpenAI-compatible endpoint at router.huggingface.co/v1, and the Python and JavaScript clients add text-to-image, video, speech and embeddings. The router lists 132 chat models today, from GLM 5.3 and Kimi K3 to gpt-oss-120b on eleven providers.

Example models: GLM 5.3, Kimi K3, gpt-oss-120b

Full Hugging Face Inference Providers profile

Novita 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 profile

Should you choose Hugging Face Inference Providers or Novita AI?

Hugging Face Inference Providers

Choose Hugging Face Inference Providers for

  • Failover when one partner host slows
  • Picking the cheapest host per request
  • Tracking live per-provider latency

Novita AI

Choose Novita AI for

  • Batch jobs at 50% off
  • Dedicated endpoints with hot-swappable LoRAs
  • Models, GPUs and agent sandboxes on one bill

Hugging Face Inference Providers vs Novita AI at a glance

AttributeHugging Face Inference ProvidersNovita AI
Model accessOpen weightsOpen weights
Flagship modelsGLM 5.3, Kimi K3, DeepSeek V4.1 FlashDeepSeek V4 Pro, Gemma 4
SpeedRoutes to fastest provider by default~36 tok/s on DeepSeek V4 Pro
PriceProvider rates, no markupFrom $0.02 per 1M; batch 50% off
CustomizationN/AHot-swappable LoRA adapters
DeploymentServerless router; dedicated EndpointsServerless, GPU cloud, dedicated
Long contextUp to 1M, provider-dependentFull 1M on DeepSeek V4 Pro

Frequently asked questions

What is the difference between Hugging Face Inference Providers and Novita AI?

Novita AI became a Hugging Face Inference Partner in April 2026. The question is whether to reach its cheap models through the router or sign up directly.

When should I choose Hugging Face Inference Providers over Novita AI?

Failover when one partner host slows; Picking the cheapest host per request; Tracking live per-provider latency.

When should I choose Novita AI over Hugging Face Inference Providers?

Batch jobs at 50% off; Dedicated endpoints with hot-swappable LoRAs; Models, GPUs and agent sandboxes on one bill.

Is Hugging Face Inference Providers or Novita AI cheaper?

Hugging Face Inference Providers: Provider rates, no markup. Novita AI: From $0.02 per 1M; batch 50% off. The cheaper choice depends on the model and workload.

Which has more context, Hugging Face Inference Providers or Novita AI?

Hugging Face Inference Providers: Up to 1M, provider-dependent. Novita AI: Full 1M on DeepSeek V4 Pro.

Related comparisons

Running long-horizon agents?

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.

Subconscious vs Hugging Face Inference ProvidersSubconscious vs Novita AI