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Novita AI vs RunInfra

RunInfra offers a tiny model library, cheap coding plans and an agent that builds deployments. Novita offers 200+ models and a full GPU cloud.

By The Subconscious Team · Updated

Novita AI vs RunInfra: key differences

RunInfra and Novita both let small teams run open models without much ML ops. RunInfra does it with automation. Its agent takes a plain-English request, benchmarks GPUs from L4 to B200, searches quantized variants such as AWQ, GPTQ and FP8, applies Forge kernels and ships an endpoint that scales to zero with cold starts under two seconds. Novita does it with breadth: 200+ ready models, dedicated endpoints for any Hugging Face model and a GPU cloud from RTX 3090s to H200s. RunInfra's hosted library is small and mid-size, including Nemotron 3.5 Lightning 30B and Qwen 3.8 27B.

Coding plans are RunInfra's hook, starting at $10 a month with limits that reset every five hours and weekly, across Claude Code, Codex, Cline and Aider. Novita bills per token, with batch at 50% off. RunInfra also chains models into pipelines, such as Whisper into an LLM into a TTS voice, and accepts uploads up to 50 GB. It is a 2026 company with little track record. Novita has operated since late 2023 with a far wider catalog, though its support runs through Discord.

What Novita AI and RunInfra do

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

RunInfra

RunInfra pitches open models built for agents, with two ways in. Its hosted Model APIs serve a small curated library, including Nemotron 3.5 Lightning 30B, Qwen 3.8 27B and Ornith 1.5 35B, behind one key that works with both the OpenAI and Anthropic SDKs. Cached context bills at a discount. Coding plans start at $10 a month with limits that reset every five hours and every week, and they plug into Claude Code, Codex, OpenCode, Cline, Aider and dozens of other agent CLIs.

Example models: Nemotron 3.5 Lightning 30B, Qwen 3.8 27B

Full RunInfra profile

Should you choose Novita AI or RunInfra?

Novita AI

Choose Novita AI for

  • Picking from 200+ ready models
  • Budget GPU instances with spot pricing
  • Image and video generation on the same bill

RunInfra

Choose RunInfra for

  • Flat-rate open models in Claude Code or Codex
  • Automatic GPU and quantization selection
  • Chained voice pipelines without ML ops staff

Novita AI vs RunInfra at a glance

AttributeNovita AIRunInfra
Model accessOpen weightsOpen weights
Flagship modelsDeepSeek V4 Pro, Gemma 4Nemotron 3.5 Lightning 30B, Qwen 3.8 27B
Speed~36 tok/s on DeepSeek V4 ProCold starts under 2s
PriceFrom $0.02 per 1M; batch 50% offCoding plans from $10 a month
CustomizationHot-swappable LoRA adaptersUploads up to 50 GB; auto-quantization
DeploymentServerless, GPU cloud, dedicatedModel APIs, agent-built endpoints
Long contextFull 1M on DeepSeek V4 ProVaries by model

Frequently asked questions

What is the difference between Novita AI and RunInfra?

RunInfra offers a tiny model library, cheap coding plans and an agent that builds deployments. Novita offers 200+ models and a full GPU cloud.

When should I choose Novita AI over RunInfra?

Picking from 200+ ready models; Budget GPU instances with spot pricing; Image and video generation on the same bill.

When should I choose RunInfra over Novita AI?

Flat-rate open models in Claude Code or Codex; Automatic GPU and quantization selection; Chained voice pipelines without ML ops staff.

Is Novita AI or RunInfra cheaper?

Novita AI: From $0.02 per 1M; batch 50% off. RunInfra: Coding plans from $10 a month. The cheaper choice depends on the model and workload.

Which has more context, Novita AI or RunInfra?

Novita AI: Full 1M on DeepSeek V4 Pro. RunInfra: 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.