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Novita AI review: pricing, speed, privacy and who owns it

发布于 更新于

Novita AI 标志novita.ai按量计费网页API命令行
The Novita AI homepage: model APIs, GPU cloud and agent sandboxes.
The Novita AI homepage: model APIs, GPU cloud and agent sandboxes.截自 novita.ai截图日期

Novita AI 是什么

先用一两句话说清楚。

Novita AI is an inference host for open-weight models such as DeepSeek, GLM, Kimi and Qwen, with image, video, GPU and sandbox services; it does not resell GPT, Claude or Gemini. Its per-token prices match or undercut the makers' own, its terms promise zero data retention by default, and it does not name the company behind it.

主要功能

它能做什么,每项一句话,以及我们有没有实测。

  • Open-weight models soon after release

    96 chat models in its public model list, including DeepSeek V4.1 Flash and V4 Pro 0813, GLM 5.3, Kimi K3 and K2.6, Qwen3.8, MiniMax M3, Gemma 4 31B and gpt-oss-120b.

    Count from Novita's public model list on October 21, 2026. The home page claims 200+ models including media. No GPT, Claude or Gemini model is offered.

  • Zero data retention by default

    Novita's terms say request content is not logged for human review or kept beyond producing the output, and is not used to train Novita's models by default.

    Section 10.2 of Novita's terms; Standard Compute's provider listing also reads it as the default. Automated safety screening may still apply.

  • OpenAI- and Anthropic-compatible endpoints

    Chat, completions, embeddings, rerank and batch at https://api.novita.ai/openai, and an Anthropic-compatible endpoint at https://api.novita.ai/anthropic, with function calling, structured outputs, reasoning and prompt caching.

    Per Novita's docs. The Anthropic page does not list which models it supports.

  • Novita Connect for coding agents

    A command-line tool, novi, that starts Claude Code, Codex, OpenCode, Pi or DeepSeek Harness on Novita models for one session without changing your own settings.

    Beta, macOS and Linux. Novita says tools, MCP servers, subagents and web search keep working.

  • Official Agent Skills

    The novitalabs/novita-skills repository holds SKILL.md skills for Novita's models, GPUs, sandbox and integrations, installed with npx skills add.

    In Novita's GitHub organization; the README does not name the agents it targets.

  • MCP server for GPU instances

    @novitalabs/novita-mcp-server lets an MCP client list, create, start, stop and delete GPU instances, templates and network storage.

    Beta. Its README says it only supports GPU instance management; it does not call models.

  • GPUs and sandboxes on the same account

    GPU instances, serverless GPUs and agent sandboxes are billed from the same balance; an H100 SXM 80GB costs 3.39 USD an hour on demand or 1.70 USD spot.

    H100 prices from a UsagePricing capture of Novita's GPU page on September 23, 2026.

  • A provider inside other gateways

    Novita serves 48 models as a provider on OpenRouter, runs 36 bots on Poe and is listed in Hugging Face Inference Providers.

    Prices through OpenRouter can differ from Novita's own list.

适合谁

它帮得上谁、解决什么问题、在哪个榜单里。

适合

  • Developers who want new DeepSeek, GLM, Kimi and Qwen releases without hosting them
  • Teams that need a zero-retention host for open-weight models
  • OpenRouter users choosing which provider to pin for open models
  • Developers who want GPUs, sandboxes and model APIs on one bill

解决的问题

  • Self-hosting large open models is expensive and slow to set up
  • Prompts logged or used for training by some hosts
  • Tool-call errors on hosts that run open models badly
  • Separate accounts for inference, GPUs and agent sandboxes

所在排行榜

擅长什么

别人公开做过的测试:给了它什么、结果怎样。

  1. 案例 1

    In Moonshot AI's K2 Vendor Verifier (November 2025): tool calls on Kimi K2

    输入

    About 4,000 tool-calling requests replayed against Novita's Kimi K2-0905 and K2 Thinking endpoints and compared with Moonshot's own API.

    结果

    Novita passed on K2-0905 with 100% schema accuracy (1,299 of 1,299). On K2 Thinking it scored 72.22% trigger similarity, just under Moonshot's 73% bar, with 96.46% schema accuracy. The test is a year old and covers one model family.

  2. 案例 2

    In Artificial Analysis' provider comparisons (checked October 21, 2026): serving large open models

    输入

    Repeated speed and latency measurements of Kimi K2.6 and DeepSeek V4 Pro 0813 across every host that serves them.

    结果

    Novita was 7th of 8 hosts on Kimi K2.6 at 74 tokens per second and the slowest to first chunk (3.88 seconds); on DeepSeek V4 Pro 0813 it was 6th of 10 at 70 tokens per second. On smaller models it did better, such as 194 tokens per second on DeepSeek V4.1 Flash.

  3. 案例 3

    Per Novita's Claude Code guide: running Claude Code on an open model

    输入

    export ANTHROPIC_BASE_URL=https://api.novita.ai/anthropic, ANTHROPIC_AUTH_TOKEN set to a Novita key, ANTHROPIC_MODEL=moonshotai/kimi-k2-instruct, then claude in the project folder.

    结果

    Claude Code talks to Novita's Anthropic-compatible endpoint with a Kimi model in place of Claude. The guide does not list the supported models or say whether prompt caching and web search work; Novita Connect's novi claude does the same setup per session.

  4. 案例 4

    A Hacker News user's long-context coding (May 25, 2026): DeepSeek V4 Flash on Novita

    输入

    Daily coding sessions with about 150,000-token DeepSeek V4 Flash contexts, run on Novita and on DeepSeek's own API.

    结果

    The user reported about 99.5% cache hits on Novita against 99.9% on DeepSeek, and occasional whitespace-counting errors only on Novita. One user, no logs.

短板

做得不好的地方和证据,以及我们还没法定论的地方。

做得不好

做得不好

  • No closed models.

    证据: No GPT, Claude or Gemini model appears on Novita's pricing page, home page or public model list on October 21, 2026; the only Google and OpenAI models are the open-weight Gemma and gpt-oss.

  • Slow first token on large models.

    证据: Artificial Analysis measured Novita slowest of 8 hosts to first chunk on Kimi K2.6 (3.88 seconds) and 9th of 10 on DeepSeek V4 Pro 0813 (2.18 seconds).

  • Just under Moonshot's tool-call bar on Kimi K2 Thinking.

    证据: Moonshot's K2 Vendor Verifier (November 2025) scored Novita at 72.22% trigger similarity against an acceptance bar of 73%.

  • No off-peak discount on DeepSeek.

    证据: Novita lists DeepSeek V4 Pro 0813 at 1.32 / 3.96 USD per million tokens at all hours; DeepSeek's own API charges 0.66 / 1.98 USD off-peak.

  • Fees are non-refundable and the Coding Plan draws complaints.

    证据: Novita's terms say "All fees are non-refundable" except verified outages, billing errors or legal requirements claimed within 30 days. Trustpilot (2.5 out of 5 from 9 reviews) has 2026 reports of hard-to-find cancellation and a 40 USD charge where 20 USD was shown.

  • Not for buyers who need closed models or a named counterparty.

    证据: Anyone who needs GPT, Claude or Gemini, a legal entity to contract with, refunds or the lowest latency on large models should look elsewhere: Novita offers none of these, and its terms and privacy policy name no company or address.

尚不确定

尚不确定

  • Where inference runs, and whether you can keep it in one region.

    原因: Novita's privacy policy allows transfers to the US and elsewhere and names no inference regions; Standard Compute's listing records the location as not disclosed and no region pinning.

  • How each model is quantized on Novita's own API.

    原因: OpenRouter lists fp8 for most of Novita's endpoints and unknown for Kimi K2.6; Novita's pricing page does not say.

  • The new-user voucher amount and the rate limits.

    原因: Novita's FAQ confirms new-user vouchers without an amount (third parties report 0.50 USD or about 10 USD), and its docs describe rate limits both by top-up tier and by verification level.

价格、限制与格式

每个数字都附来源和核对日期。

项目数值备注与来源
OperatorNovita AI; no legal entity or address named in its terms or privacy policy; terms under Delaware law

Job listings point to San Francisco; other listings cite Hong Kong or Singapore. No funding round found.

来源:novita.ai核对于

DeepSeek V4 Pro 0813 on Novita, per million tokens1.32 USD input, 3.96 USD output

DeepSeek's own price: the same at peak, 0.66 / 1.98 USD off-peak.

来源:novita.ai核对于

Platform feeNone stated ("No hidden fees"); cached input about a tenth of normal input; batch at an introductory 50% off

来源:novita.ai核对于

Minimum top upManual top-ups must be more than 10 USD; auto top-up available

来源:docs.novita.ai核对于

Payment methodsStripe for all payments; no crypto, PayPal, Alipay or invoicing found in the docs

来源:docs.novita.ai核对于

Free tierNew-user and referral vouchers of unstated size, a few 0 USD models, and 200 USD over 3 months for eligible startups

Novita's FAQ confirms the vouchers without an amount; the startup program is described on Novita's blog.

来源:docs.novita.ai核对于

Models96 chat models in the public list, all open-weight; image, video and audio APIs besides

来源:api.novita.ai核对于

API formatsOpenAI-compatible chat, completions, embeddings, rerank and batch; Anthropic-compatible Messages; function calling, structured outputs, prompt caching

No Responses format or web search found in the docs index.

来源:docs.novita.ai核对于

MCP@novitalabs/novita-mcp-server (beta) manages GPU instances only; no MCP pass-through in API requests documented

来源:github.com核对于

Agent Skillsnovitalabs/novita-skills: novita-ai, novita-sandbox and a brand design skill (SKILL.md)

来源:github.com核对于

Coding agentsClaude Code and Cursor guides; Novita Connect (beta) launches Claude Code, Codex, OpenCode, Pi and DeepSeek Harness

来源:docs.novita.ai核对于

Privacy and data retentionZero data retention by default; no training on content by default; SOC 2 badge in the site footer

来源:novita.ai核对于

Status page and uptimeNo public status page; OpenRouter one-day uptime 99.93% on DeepSeek V4 Pro and 100% on Kimi K2.6

Novita's home page claims 99.5% uptime; its FAQ says to ask on Discord about platform status.

来源:openrouter.ai核对于

RefundsAll fees non-refundable, except verified Novita outages, billing errors or legal requirements claimed within 30 days

来源:novita.ai核对于

常见问题

先给结论,再讲原因、例子、限制和下一步。

Is Novita AI cheaper than the official APIs?

Novita AI matches DeepSeek's peak list price and undercuts Moonshot's own Kimi K2.6 price. DeepSeek V4.1 Flash costs 0.30 / 1.20 USD per million tokens on both, and Kimi K2.6 costs 0.80 / 3.40 USD on Novita against 0.95 / 4.00 USD from Moonshot.

限制

DeepSeek halves its price off-peak and Novita does not, and Novita's endpoints on OpenRouter were cheaper than its own list for DeepSeek V4.1 Flash and GLM 5.3.

Does Novita AI offer GPT, Claude or Gemini?

Novita AI does not offer GPT, Claude or Gemini models. It hosts open-weight models only, including Google's Gemma and OpenAI's gpt-oss, so for closed models you need the makers' APIs or a relay such as OpenRouter or Atlas Cloud.

Is Novita AI safe to use?

Novita AI is a working host with a zero-data-retention policy, but it does not say which company you are dealing with. Its terms name no legal entity or address, fees are non-refundable, and it does not say where inference runs.

下一步

Test with a small top-up, and pin Novita through OpenRouter if you want a fallback.

Who owns Novita AI?

Novita AI does not name its owner, legal entity or funding in its terms or privacy policy. The terms follow Delaware law; job listings point to San Francisco, while other listings cite Hong Kong or Singapore, and no funding round was found in news or databases.

Does Novita AI support MCP?

Novita AI publishes an MCP server, but it only manages GPU instances. The beta @novitalabs/novita-mcp-server cannot call models; for agents, Novita offers SKILL.md skills in novitalabs/novita-skills and the Novita Connect CLI, which it says keeps your MCP servers working.

What are the alternatives to Novita AI?

Chutes, Atlas Cloud and DeepInfra are the closest alternatives for open models. Chutes sells Kimi K2.6 at 0.45 / 1.95 USD in trusted execution environments, Atlas Cloud adds closed and media models, and Perkstack found DeepInfra 15% to 40% cheaper than Novita on large models.

原因

OpenRouter lets you compare all of them per model and fall back between hosts.

更多截图

  • Novita's pricing page covers serverless and dedicated endpoints, sandboxes and GPUs.
    Novita's pricing page covers serverless and dedicated endpoints, sandboxes and GPUs.截自 novita.ai截图日期

公开测试怎么说

This page is built from Novita AI's site, docs, terms and public model list, DeepSeek's and OpenRouter's price data, Artificial Analysis measurements, Moonshot AI's K2 Vendor Verifier, Trustpilot reviews and Hacker News comments, all checked on October 21, 2026. Novita's claims are labelled as its own.

What Novita AI sells

Novita AI hosts open-weight models and sells access by the token. Its public OpenAI-compatible model list had 96 chat models on October 21, 2026: 15 from DeepSeek, 14 GLM, 14 Qwen, 8 Kimi, 5 Llama, 5 MiniMax, 4 Xiaomi MiMo and 4 Gemma, plus gpt-oss-120b and models from Tencent, Baidu and StepFun. The home page claims 200+ models, counting image, video and audio APIs such as Kling v3.0, Wan 2.7, Seedance 1.5 Pro and Fish Audio text-to-speech. Novita also rents GPU instances, serverless GPUs and agent sandboxes.

It does not resell closed models. No GPT, Claude or Gemini model appears on its pricing page, home page or model list; the only Google and OpenAI models are the open-weight Gemma and gpt-oss. Many developers use Novita without visiting it: it serves 48 models as a provider on OpenRouter and runs 36 bots on Poe.

Prices against the official APIs

Novita's pricing page says there are no hidden fees. Cached input costs about a tenth of normal input, and its batch API has an introductory 50% discount.

Model, per million input / output tokensNovita listNovita on OpenRouterMaker's own price
DeepSeek V4 Pro 08131.32 / 3.96 USDnot listed separately1.32 / 3.96 USD peak, 0.66 / 1.98 USD off-peak (DeepSeek)
DeepSeek V4.1 Flash0.30 / 1.20 USD0.195 / 0.78 USD0.30 / 1.20 USD peak, 0.15 / 0.60 USD off-peak (DeepSeek)
Kimi K2.60.80 / 3.40 USD0.80 / 3.40 USD0.95 / 4.00 USD (Moonshot AI's endpoint on OpenRouter)
GLM 5.31.40 / 4.40 USD0.63 / 1.98 USD1.40 / 4.40 USD (Z.AI's endpoint on OpenRouter)

Novita's prices come from its pricing page. Two things stand out. Novita charges DeepSeek's peak price at all hours and does not pass on DeepSeek's off-peak half price. And its endpoints on OpenRouter were cheaper than its own list for DeepSeek V4.1 Flash and GLM 5.3, so the same model can cost less through OpenRouter. Perkstack's weekly price checks (updated July 23, 2026) found Novita tied for cheapest on small models and typically 15% to 40% above DeepInfra on large ones.

What public tests show

  • Artificial Analysis measures Novita's endpoints continuously. On its Novita page (last updated September 26, 2026), DeepSeek V4.1 Flash ran at 194 tokens per second with 1.49 seconds to first chunk, and gpt-oss-120b at 219 tokens per second. On Kimi K2.6, Novita was 7th of 8 hosts at 74 tokens per second and the slowest to first chunk (3.88 seconds). On DeepSeek V4 Pro 0813 it was 6th of 10 at 70 tokens per second and 9th of 10 to first chunk (2.18 seconds).
  • Moonshot AI's K2 Vendor Verifier (November 2025) replayed about 4,000 tool-calling requests against each Kimi K2 host. Novita passed on K2-0905 with 100% schema accuracy (1,299 of 1,299). On K2 Thinking it scored 72.22% trigger similarity, just under Moonshot's 73% bar, with 96.46% schema accuracy.
  • OpenRouter's endpoint statistics on October 21, 2026 showed one-day uptime of 99.93% on DeepSeek V4 Pro and 100% on Kimi K2.6 and GLM 5.3. A one-day snapshot.

Novita's own home page claims 99.5% uptime.

What users report

On Hacker News, OpenRouter users mostly speak well of Novita. Comments in 2026 recommend it for production, praise its zero-retention policy and cache hit rates, and one user named it among the few OpenRouter providers that did not degrade results for them (September 29). One user running DeepSeek V4 Flash sessions of about 150,000 tokens saw about 99.5% cache hits on Novita against 99.9% on DeepSeek's own API, and occasional whitespace-counting errors only on Novita (May 25). Complaints include three of four requests failing on an old Kimi K2 model (June 27) and a quoted view that Novita hosts many models cheaply without testing them well.

Trustpilot shows 2.5 out of 5 from 9 reviews on an unclaimed profile. The 2026 one-star reviews are about the Coding Plan subscription: cancellation hard to find, credits gone in about two hours, a 40 USD charge where 20 USD was shown, and slow email support. One reviewer says a 100 USD balance is needed to run more than three GPU instances. A five-star review calls Novita "by far the best OpenRouter provider for some models".

MCP, Agent Skills and coding agents

  • MCP: Novita publishes @novitalabs/novita-mcp-server in its GitHub organization. It is in beta and only manages GPU instances, templates, registry credentials and network storage; it does not call models. No MCP pass-through in API requests is documented. Novita Connect's page says MCP servers keep working when agents run on Novita models.
  • Agent Skills: The novitalabs/novita-skills repository holds SKILL.md skills: novita-ai (models, GPUs, sandbox, integrations, troubleshooting), novita-sandbox and a brand design skill, installed with npx skills add novitalabs/novita-skills. It does not name the agents it targets.
  • Coding agents: Claude Code connects through the Anthropic-compatible endpoint at https://api.novita.ai/anthropic; the guide's example uses Kimi K2 and does not list supported models or features. Novita Connect, a beta CLI called novi for macOS and Linux, starts Claude Code, Codex, OpenCode, Pi and DeepSeek Harness on Novita models without touching your own settings. There is also a Cursor guide.
  • API formats: OpenAI-compatible chat, completions, embeddings, rerank and batch at https://api.novita.ai/openai, with guides for function calling, structured outputs, reasoning and prompt caching. The Responses format and web search are not in its docs index.
  • SDKs and frameworks: guides for LangChain, LiteLLM, the OpenAI Agents SDK and Dify, a sandbox SDK and CLI, and an llms.txt for its docs.

Privacy, terms and who runs it

Section 10.2 of Novita's terms adopts a "Zero Data Retention" policy: content is not logged for human review or kept beyond producing the output unless law or support needs it, and it is not used to train Novita's models by default. Standard Compute's provider listing reads zero retention as the default, and records the inference location as not disclosed with no region pinning. The privacy policy (May 13, 2026) allows transfers to the US and elsewhere and does not say where inference runs. The site footer shows a SOC 2 badge.

The terms and privacy policy name no legal entity or address; the terms follow Delaware law. Job listings point to San Francisco, while other listings cite Hong Kong or Singapore, and no funding round was found. Fees are non-refundable except for verified Novita outages, billing errors or legal requirements claimed within 30 days. Manual top-ups must be more than 10 USD, paid through Stripe. There is no public status page; the FAQ says to ask on Discord.

How it compares with Chutes, Atlas Cloud and OpenRouter

  • Chutes sells Kimi K2.6 at 0.45 / 1.95 USD, about half Novita's price, on anonymous operators' GPUs in trusted execution environments, but OpenRouter showed it at 86% to 91% one-day uptime on some models.
  • Atlas Cloud also hosts open models and adds Claude, GPT, Gemini and media models; on OpenRouter it was cheaper than Novita on DeepSeek V4.1 Flash (0.135 / 0.54 USD).
  • OpenRouter routes across Novita and other hosts with fallbacks and adds a 5.5% fee on credit purchases.

Who should skip it

Skip Novita AI if you need GPT, Claude or Gemini, a named company to contract with, refunds, or the lowest first-token latency on large models. It fits developers who want zero-retention access to new open models, directly or as a pinned OpenRouter provider.

来源

来源

  1. Novita AI homepage: models, uptime claim (novita.ai), 访问于
  2. Novita AI pricing page (novita.ai), 访问于
  3. Novita AI public model list (OpenAI-compatible API) (api.novita.ai), 访问于
  4. Novita AI docs index (llms.txt) (docs.novita.ai), 访问于
  5. Novita AI Claude Code guide (docs.novita.ai), 访问于
  6. Novita AI Anthropic SDK compatibility (docs.novita.ai), 访问于
  7. Novita Connect: novi CLI for coding agents (Novita AI docs) (docs.novita.ai), 访问于
  8. Novita AI LLM FAQ: vouchers, status (docs.novita.ai), 访问于
  9. Novita AI LLM rate limits (docs.novita.ai), 访问于
  10. Novita AI payment methods (docs.novita.ai), 访问于
  11. Novita AI terms of service: zero data retention, refunds (novita.ai), 访问于
  12. Novita AI privacy policy (updated May 13, 2026) (novita.ai), 访问于
  13. novita-mcp-server (novitalabs on GitHub) (github.com), 访问于
  14. novita-skills: Agent Skills (novitalabs on GitHub) (github.com), 访问于
  15. Novita AI startup program (Novita blog) (blogs.novita.ai), 访问于
  16. DeepSeek API pricing, peak and off-peak (DeepSeek) (api-docs.deepseek.com), 访问于
  17. Novita provider page (Artificial Analysis) (artificialanalysis.ai), 访问于
  18. Kimi K2.6 provider comparison (Artificial Analysis) (artificialanalysis.ai), 访问于
  19. DeepSeek V4 Pro provider comparison (Artificial Analysis) (artificialanalysis.ai), 访问于
  20. K2 Vendor Verifier results (Moonshot AI, November 2025) (github.com), 访问于
  21. Novita provider page (OpenRouter) (openrouter.ai), 访问于
  22. DeepSeek V4 Pro endpoints: prices and uptime (OpenRouter) (openrouter.ai), 访问于
  23. DeepSeek V4.1 Flash endpoints: prices and uptime (OpenRouter) (openrouter.ai), 访问于
  24. Kimi K2.6 endpoints: prices and uptime (OpenRouter) (openrouter.ai), 访问于
  25. GLM 5.3 endpoints: prices and uptime (OpenRouter) (openrouter.ai), 访问于
  26. Novita pricing compared with other hosts (Perkstack, updated July 23, 2026) (perkstack.co), 访问于
  27. Novita H100 self-serve returns, September 23, 2026 (UsagePricing) (usagepricing.com), 访问于
  28. Novita provider listing: zero retention, inference location (Standard Compute) (standardcompute.com), 访问于
  29. Novita AI reviews: 2.5 out of 5 from 9 reviews (Trustpilot) (trustpilot.com), 访问于
  30. Hacker News comments mentioning Novita, 2026 (HN Algolia search) (hn.algolia.com), 访问于
  31. Hacker News comment: providers without degradation (ampdot, September 29, 2026) (news.ycombinator.com), 访问于
  32. Hacker News comment: cache hits on Novita vs DeepSeek (mordae, May 25, 2026) (news.ycombinator.com), 访问于
  33. Novita AI company profile: San Francisco job listings (Hirebase) (hirebase.org), 访问于
  34. OpenRouter pricing: 5.5% credit fee (openrouter.ai), 访问于

更新记录

更新记录

  1. Page created from Novita AI's own pages, public tests and user reports.

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