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OpenAI vs Novita AI
OpenAI's closed GPT API against a low-cost cloud with 200+ open models. Novita is cheaper and broader; OpenAI brings frontier quality and wider enterprise reach.
By The Subconscious Team · Updated
OpenAI vs Novita AI: key differences
Novita AI competes on price and range. Its serverless API covers 200+ open models across LLMs, image, video, speech, voice cloning and embeddings, with LLM prices from $0.02 per million tokens and batch at 50% off. It speaks the OpenAI format, so moving an OpenAI client over is quick, and it serves the full 1M context on DeepSeek V4 Pro. OpenAI's Luna tier starts at $0.20 per million input, ten times Novita's floor, though the models behind those prices are not equivalent. For indie products and prototypes that care most about cost, Novita is hard to ignore.
Enterprise fit favors OpenAI. Novita has no public SOC 2, HIPAA or VPC peering, looser serverless SLAs, middling uptime ratings and Discord-based support. OpenAI reaches buyers through its own API, Azure OpenAI and Bedrock, and offers GPT-6 Astra for frontier coding and computer use. Novita does bundle things OpenAI's listing lacks: a GPU cloud from RTX 3090s to H200s, dedicated endpoints for any Hugging Face model with hot-swappable LoRA adapters, and a Firecracker-based Agent Sandbox billed per second.
What OpenAI and Novita AI do
OpenAI
OpenAI runs the most widely adopted closed-model API. Its September 2026 lineup has GPT-6 Astra at the top for computer use, coding and long agentic runs, priced at $10 in and $50 out per million tokens. Below it sits the GPT-5.6 family: Sol for hard professional work, Terra as the balanced default, and Luna for high-volume jobs at $0.20 in and $1.20 out. All of them carry a 1.05M token context window with up to 128K output.
Example models: GPT-6 Astra, GPT-5.6 Terra
Full OpenAI 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 OpenAI or Novita AI?
OpenAI
Choose OpenAI for
- Enterprise products that need established procurement paths
- Frontier coding and computer use
- Built-in web search, file search and code execution
Novita AI
Choose Novita AI for
- Cost-first LLM and image generation for prototypes
- Model APIs, GPUs and agent sandboxes on one bill
- Serving any Hugging Face model with hot-swappable LoRA
OpenAI vs Novita AI at a glance
| Attribute | OpenAI | Novita AI |
|---|---|---|
| Model access | Closed, plus open gpt-oss | Open weights |
| Flagship models | GPT-6 Astra, GPT-5.6 Sol, Terra, Luna | DeepSeek V4 Pro, Gemma 4 |
| Speed | Fast mode: up to 2.5x at 2x price | ~36 tok/s on DeepSeek V4 Pro |
| Price | $0.20–$10 in, $1.20–$50 out per 1M | From $0.02 per 1M; batch 50% off |
| Customization | N/A | Hot-swappable LoRA adapters |
| Deployment | API, Azure OpenAI, Bedrock | Serverless, GPU cloud, dedicated |
| Long context | 1.05M; 2x input past 272K | Full 1M on DeepSeek V4 Pro |
Frequently asked questions
What is the difference between OpenAI and Novita AI?
OpenAI's closed GPT API against a low-cost cloud with 200+ open models. Novita is cheaper and broader; OpenAI brings frontier quality and wider enterprise reach.
When should I choose OpenAI over Novita AI?
Enterprise products that need established procurement paths; Frontier coding and computer use; Built-in web search, file search and code execution.
When should I choose Novita AI over OpenAI?
Cost-first LLM and image generation for prototypes; Model APIs, GPUs and agent sandboxes on one bill; Serving any Hugging Face model with hot-swappable LoRA.
Is OpenAI or Novita AI cheaper?
OpenAI: $0.20–$10 in, $1.20–$50 out 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, OpenAI or Novita AI?
OpenAI: 1.05M; 2x input past 272K. 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.