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Moonshot AI vs Infron
Moonshot sells Kimi K3 directly. Infron offers Kimi among 400+ models with failover and regional capacity.
By The Subconscious Team · Updated
Moonshot AI vs Infron: key differences
Moonshot's API serves Kimi K3 and K2.6 with 1M context at $3 in and $15 out on K3, plus Kimi Code. Infron is a gateway: one OpenAI-compatible API in front of 400+ models from 100+ providers, at provider rates plus a 3% to 5% fee on credit top-ups, with fallbacks, region pinning and a 99.9% uptime SLA on dedicated throughput.
Go direct for the newest Kimi features and first-party pricing. Infron runs Kimi on Alibaba Cloud capacity in several regions, so it suits teams that want Kimi alongside other models with failover and regional placement.
What Moonshot AI and Infron 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
Infron
Infron is a US-based AI gateway and inference platform. One OpenAI-compatible API reaches 400+ models from 100+ providers, including DeepSeek, Qwen, Claude, Gemini and GPT through what Infron calls official partner routes, plus media and search models. Teams set provider preferences and fallbacks, see usage and billing in one place, and can bring their own provider keys at no fee. Lawrence Xu is CEO and co-founder Andrew Zheng is CTO.
Example models: DeepSeek, Qwen, Claude, Gemini, GPT
Full Infron profileShould you choose Moonshot AI or Infron?
Infron
Choose Infron for
- Closed and open models on one key and one bill
- Automatic failover across providers
- Region pinning across Asia, Europe and the US
Moonshot AI vs Infron at a glance
| Attribute | Moonshot AI |  Infron |
|---|---|---|
| Model access | Open weights, custom license | Closed and open, 400+ models |
| Flagship models | Kimi K3, Kimi K2.6 | DeepSeek, Qwen, Claude, Gemini, GPT |
| Speed | ~33 tok/s on Kimi K3 | Unknown |
| Price | $3 in, $15 out (Kimi K3) | Provider rates; 3–5% top-up fee |
| Customization | Open weights to fine-tune | Custom deployments |
| Deployment | API, Kimi Code, OpenRouter | Gateway API, dedicated, BYOK |
| Long context | 1M | Varies by model |
Frequently asked questions
What is the difference between Moonshot AI and Infron?
Moonshot sells Kimi K3 directly. Infron offers Kimi among 400+ models with failover and regional capacity.
When should I choose Moonshot AI over Infron?
First-party Kimi K3 access; Kimi Code; Newest Kimi releases first.
When should I choose Infron over Moonshot AI?
Closed and open models on one key and one bill; Automatic failover across providers; Region pinning across Asia, Europe and the US.
Is Moonshot AI or Infron cheaper?
Moonshot AI: $3 in, $15 out (Kimi K3). Infron: Provider rates; 3–5% top-up fee. The cheaper choice depends on the model and workload.
Which has more context, Moonshot AI or Infron?
Moonshot AI: 1M. Infron: 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.