# Novita AI vs Sail Research

> Novita sells cheap open models on demand. Sail Research sells them cheaper still if you can wait minutes per turn. Real-time budget against async discount.

Canonical: https://www.subconscious.dev/compare/novita-ai-vs-sail-research · By The Subconscious Team · Updated September 30, 2026

## How they compare

Both compete on price, but on different clocks. Novita's serverless API answers immediately, with LLM prices from $0.02 per million and a batch tier at 50% off. Sail Research makes waiting the product. Its priority window targets about a minute per turn for 30 to 50% off its asap price, standard targets about five minutes for 45 to 65% off, and flex runs off-peak for 60 to 80% off. Sail claims 3x to 10x savings over comparable hosts. Sail's own downsides rule out voice, live chat or interactive UI, which Novita handles.

Their agent tooling overlaps. Novita's Agent Sandbox runs on Firecracker microVMs billed per second. Sail's Sailboxes give agents persistent compute that can run indefinitely, and a code-review startup uses them for three to four hour scans. Both serve LoRA fine-tunes, and both speak OpenAI and Anthropic formats. Novita's range is wider, covering image, video and speech generation plus a GPU cloud. Sail is open text models only, including Kimi K2.6, GLM-5 and Qwen 3.6.

## What each one does

### 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.

### Sail Research

Sail Research sells throughput over latency. Founders Neil Movva and Samir Menon built a serving stack that packs as much work as possible into every GPU, and customers state how long they can wait through completion windows. The priority window targets about a one-minute turn for roughly 30 to 50% off the immediate asap price. The default standard window targets about five minutes for 45 to 65% off. The flex window runs off-peak for 60 to 80% off.

## Which is best, and when

### Choose Novita AI for

- Interactive apps that need immediate answers
- Image, video and speech generation
- Renting GPUs alongside model APIs

### Choose Sail Research for

- Hours-long background agents
- Evals and research runs at deep discounts
- Persistent sandboxes for long agent sessions

## At a glance

| Attribute | Novita AI | Sail Research |
|---|---|---|
| Model access | Open weights | Open weights |
| Flagship models | DeepSeek V4 Pro, Gemma 4 | Kimi K2.6, GLM-5, GPT-OSS 120B |
| Speed | ~36 tok/s on DeepSeek V4 Pro | Minutes per turn by design |
| Price | From $0.02 per 1M; batch 50% off | 30–80% off by completion window |
| Customization | Hot-swappable LoRA adapters | Customer LoRA fine-tunes |
| Deployment | Serverless, GPU cloud, dedicated | API plus Sailboxes |
| Long context | Full 1M on DeepSeek V4 Pro | Varies by model |

## FAQ

### What is the difference between Novita AI and Sail Research?

Novita sells cheap open models on demand. Sail Research sells them cheaper still if you can wait minutes per turn. Real-time budget against async discount.

### When should I choose Novita AI over Sail Research?

Interactive apps that need immediate answers; Image, video and speech generation; Renting GPUs alongside model APIs.

### When should I choose Sail Research over Novita AI?

Hours-long background agents; Evals and research runs at deep discounts; Persistent sandboxes for long agent sessions.

### Is Novita AI or Sail Research cheaper?

Novita AI: From $0.02 per 1M; batch 50% off. Sail Research: 30–80% off by completion window. The cheaper choice depends on the model and workload.

### Which has more context, Novita AI or Sail Research?

Novita AI: Full 1M on DeepSeek V4 Pro. Sail Research: Varies by model.

## Running long-horizon agents?

If your agents run past 200K tokens, compare both against Subconscious: [Subconscious vs Novita AI](https://www.subconscious.dev/compare/subconscious-vs-novita-ai.md), [Subconscious vs Sail Research](https://www.subconscious.dev/compare/subconscious-vs-sail-research.md).

Full profiles: [Novita AI](https://www.subconscious.dev/providers/novita-ai.md), [Sail Research](https://www.subconscious.dev/providers/sail-research.md).