# Novita AI vs Boundless

> Novita AI sells 200+ low-cost open models plus GPUs and sandboxes. Boundless pairs open and closed models with reserved capacity its engineers run.

Canonical: https://www.subconscious.dev/compare/novita-ai-vs-boundless · By The Subconscious Team · Updated October 29, 2026

## How they compare

Novita serves 200+ open models across text, image, video and speech from $0.02 per million tokens, with batch at 50% off. Its dedicated endpoints run any Hugging Face model with hot-swappable LoRA under a 99.5% SLA, and it rents GPUs from RTX 3090s to H200s. Boundless lists 22 models, most with 1M context, from DeepSeek V4 Flash at $0.04 in and $0.21 out to Kimi K3 at $2.30 in and $11.40 out, plus resold GPT and Claude models. It offers no fine-tuning. On its reserved tier, Boundless engineers tune the serving stack and run it against uptime, throughput and latency targets in the contract. Both APIs work with OpenAI and Anthropic SDKs.

Novita is the pick for the lowest entry prices across a wide multimodal catalog, for serving your own LoRA adapters and for renting GPUs on the same bill. Boundless fits startups that want GPT, Claude and open models behind one key with zero data retention, or engineers who tune and operate a reserved deployment after a free two-week trial on their traffic.

## 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.

### Boundless

Boundless launched in September 2026 as an inference partner for AI-native startups. It sells two things. The Model API serves pre-tuned models on shared capacity, billed per token from prepaid credits with a budget per API key. Tailored inference reserves capacity for one customer, and Boundless engineers pick the model on the customer’s own evals, tune precision, batching, caching, speculative decoding and parallelism, then run the deployment against uptime, throughput and latency targets written into the contract. A free two-week evaluation tests those targets on real traffic against the customer’s current provider first.

## Which is best, and when

### Choose Novita AI for

- Low-cost multimodal catalog
- Serving custom LoRA adapters
- GPU rental and agent sandboxes

### Choose Boundless for

- GPT, Claude and open models on one key
- Engineer-tuned reserved deployments
- Zero data retention

## At a glance

| Attribute | Novita AI | Boundless |
|---|---|---|
| Model access | Open weights | Open weights, plus closed GPT and Claude |
| Flagship models | DeepSeek V4 Pro, Gemma 4 | GLM-5.3, DeepSeek V4.1 Flash, Kimi K3 |
| Speed | ~36 tok/s on DeepSeek V4 Pro | 342 tok/s on DeepSeek V4.1 Flash 1017 (Vercel) |
| Price | From $0.02 per 1M; batch 50% off | $0.04–$2.30 in, $0.21–$11.40 out per 1M (open) |
| Customization | Hot-swappable LoRA adapters | Serving-stack tuning, no fine-tuning |
| Deployment | Serverless, GPU cloud, dedicated | Serverless API, reserved tailored capacity |
| Long context | Full 1M on DeepSeek V4 Pro | 1M context on most models |

## FAQ

### What is the difference between Novita AI and Boundless?

Novita AI sells 200+ low-cost open models plus GPUs and sandboxes. Boundless pairs open and closed models with reserved capacity its engineers run.

### When should I choose Novita AI over Boundless?

Low-cost multimodal catalog; Serving custom LoRA adapters; GPU rental and agent sandboxes.

### When should I choose Boundless over Novita AI?

GPT, Claude and open models on one key; Engineer-tuned reserved deployments; Zero data retention.

### Is Novita AI or Boundless cheaper?

Novita AI: From $0.02 per 1M; batch 50% off. Boundless: $0.04–$2.30 in, $0.21–$11.40 out per 1M (open). The cheaper choice depends on the model and workload.

### Which has more context, Novita AI or Boundless?

Novita AI: Full 1M on DeepSeek V4 Pro. Boundless: 1M context on most models.

## 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 Boundless](https://www.subconscious.dev/compare/subconscious-vs-boundless.md).

Full profiles: [Novita AI](https://www.subconscious.dev/providers/novita-ai.md), [Boundless](https://www.subconscious.dev/providers/boundless.md).