Moonshot AI vs Novita AI

A frontier open-weight lab against a low-cost host of 200+ open models. Moonshot has the stronger model; Novita has the breadth, the price floor and GPUs.

By The Subconscious Team · Updated September 30, 2026

Moonshot AI vs Novita AI: key differences

Moonshot sells one very capable model family. Novita sells almost everything else. Kimi K3 costs $3 in and $15 out and posts near-frontier coding scores, including 93.4% on SWE-bench Verified from Vals AI. Novita's serverless API spans 200+ open models across LLMs, image, video, speech and embeddings, with LLM prices from $0.02 per million and batch at 50% off, and it serves the full 1M context on DeepSeek V4 Pro. Novita's listing does not name Kimi among its models, so treat it as an alternative stack rather than another route to K3.

Novita adds infrastructure that Moonshot's listing lacks: a GPU cloud from RTX 3090s to H200s, dedicated endpoints for any Hugging Face model with hot-swappable LoRA, and a Firecracker Agent Sandbox. It also speaks both OpenAI and Anthropic formats. Its weak points are looser serverless SLAs, middling uptime ratings, Discord-based support and no public SOC 2 or HIPAA. K3's weak points are speed and verbosity. For the hardest coding work, Moonshot is the pick. For cheap, varied workloads on one bill, Novita fits better.

What Moonshot AI and Novita AI do

Moonshot AI

Moonshot AI is the Beijing lab behind the Kimi models. Its flagship Kimi K3 launched July 16, 2026 as a 2.8 trillion parameter mixture-of-experts model that activates 16 of 896 experts per token, with native vision and a 1M token context. It is the first open model in the 3T class, and full weights landed on Hugging Face on July 27. The hosted API costs $3 in and $15 out per million tokens, with cached input at $0.30, and it runs through an OpenAI-compatible endpoint, Kimi Code in the terminal, OpenRouter and Cloudflare Workers AI.

Example models: Kimi K3, Kimi K2.6

Full Moonshot AI 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 Moonshot AI or Novita AI?

Moonshot AI

Choose Moonshot AI for

The hardest coding tasks among open models
Repo-scale agents with 1M context and vision
Teams that want the flagship straight from its maker

Novita AI

Choose Novita AI for

Cost-first prototypes across many model types
Dedicated endpoints with hot-swappable LoRA adapters
GPUs and agent sandboxes on the same bill

Moonshot AI vs Novita AI at a glance

Attribute	Moonshot AI	Novita AI
Model access	Open weights, custom license	Open weights
Flagship models	Kimi K3, Kimi K2.6	DeepSeek V4 Pro, Gemma 4
Speed	~33 tok/s on Kimi K3	~36 tok/s on DeepSeek V4 Pro
Price	$3 in, $15 out (Kimi K3)	From $0.02 per 1M; batch 50% off
Customization	Open weights to fine-tune	Hot-swappable LoRA adapters
Deployment	API, Kimi Code, OpenRouter	Serverless, GPU cloud, dedicated
Long context	1M	Full 1M on DeepSeek V4 Pro

Frequently asked questions

What is the difference between Moonshot AI and Novita AI?

A frontier open-weight lab against a low-cost host of 200+ open models. Moonshot has the stronger model; Novita has the breadth, the price floor and GPUs.

When should I choose Moonshot AI over Novita AI?

The hardest coding tasks among open models; Repo-scale agents with 1M context and vision; Teams that want the flagship straight from its maker.

When should I choose Novita AI over Moonshot AI?

Cost-first prototypes across many model types; Dedicated endpoints with hot-swappable LoRA adapters; GPUs and agent sandboxes on the same bill.

Is Moonshot AI or Novita AI cheaper?

Moonshot AI: $3 in, $15 out (Kimi K3). Novita AI: From $0.02 per 1M; batch 50% off. The cheaper choice depends on the model and workload.

Which has more context, Moonshot AI or Novita AI?

Moonshot AI: 1M. 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.

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