# Moonshot AI vs Inference.net

> Moonshot sells a frontier open model; Inference.net sells batch on spare GPUs and a pipeline that turns traffic into smaller custom models. They can work in sequence.

Canonical: https://www.subconscious.dev/compare/moonshot-ai-vs-inference-net · By The Subconscious Team · Updated September 30, 2026

## How they compare

Inference.net's pitch is to replace a narrow workload on an expensive model with a smaller fine-tuned one. Its Inference Gateway routes traffic to open, closed or custom models under one key, captures each request, and turns that traffic into eval and training datasets. It then fine-tunes a task-specific model and deploys it on a dedicated GPU with a 99.99% uptime target. Kimi K3, at $3 in and $15 out and around 33 tokens per second, is the kind of strong but costly model a team might distill away from once a task stabilizes. Worth checking whether the gateway routes to Kimi directly.

For offline work, the two trade quality against cost. Inference.net's OpenAI-compatible Batch API takes up to 1M requests per file with windows from 24 hours to 7 days, on discounted spare capacity. Moonshot's strength is capability on hard tasks, with K3 at 93.4% on SWE-bench Verified in Vals AI's neutral test and third on the Artificial Analysis Intelligence Index. Inference.net has few independent benchmarks or public pricing comparisons, so its savings rest on vendor numbers. Use K3 for hard, open-ended steps and test Inference.net on narrow, high-volume ones.

## What each one does

### 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.

### Inference.net

Inference.net started as a buyer of last resort for idle GPU time. Its scheduler aggregates small unused chunks of capacity across data centers and runs models on them, and it passes the steep discounts it gets from those data centers on to customers. That origin still shows in its OpenAI-compatible Batch API, which takes up to 1M requests per file with completion windows from 24 hours to 7 days and far higher headroom than synchronous limits.

## Which is best, and when

### Choose Moonshot AI for

- Hard, open-ended coding and research tasks
- Document-heavy agents that need 1M context
- Teams that want benchmark-backed open weights

### Choose Inference.net for

- Distilling a stable narrow task into a smaller custom model
- Large offline extraction or classification jobs
- Capturing traffic as eval and training data

## At a glance

| Attribute | Moonshot AI | Inference.net |
|---|---|---|
| Model access | Open weights, custom license | Open, closed and custom |
| Flagship models | Kimi K3, Kimi K2.6 | Customer fine-tunes |
| Speed | ~33 tok/s on Kimi K3 | Batch windows of 24h to 7 days |
| Price | $3 in, $15 out (Kimi K3) | Discounted spare GPU capacity |
| Customization | Open weights to fine-tune | Distill traces into custom models |
| Deployment | API, Kimi Code, OpenRouter | Batch API, gateway, dedicated GPUs |
| Long context | 1M | Varies by model |

## FAQ

### What is the difference between Moonshot AI and Inference.net?

Moonshot sells a frontier open model; Inference.net sells batch on spare GPUs and a pipeline that turns traffic into smaller custom models. They can work in sequence.

### When should I choose Moonshot AI over Inference.net?

Hard, open-ended coding and research tasks; Document-heavy agents that need 1M context; Teams that want benchmark-backed open weights.

### When should I choose Inference.net over Moonshot AI?

Distilling a stable narrow task into a smaller custom model; Large offline extraction or classification jobs; Capturing traffic as eval and training data.

### Is Moonshot AI or Inference.net cheaper?

Moonshot AI: $3 in, $15 out (Kimi K3). Inference.net: Discounted spare GPU capacity. The cheaper choice depends on the model and workload.

### Which has more context, Moonshot AI or Inference.net?

Moonshot AI: 1M. Inference.net: Varies by model.

## Running long-horizon agents?

If your agents run past 200K tokens, compare both against Subconscious: [Subconscious vs Moonshot AI](https://www.subconscious.dev/compare/subconscious-vs-moonshot-ai.md), [Subconscious vs Inference.net](https://www.subconscious.dev/compare/subconscious-vs-inference-net.md).

Full profiles: [Moonshot AI](https://www.subconscious.dev/providers/moonshot-ai.md), [Inference.net](https://www.subconscious.dev/providers/inference-net.md).