Subconscious vs Novita AI

Novita competes on low prices across 200+ models. Subconscious competes on what long agents actually cost: the tokens processed across a growing trace.

By The Subconscious Team · Updated September 30, 2026

Subconscious vs Novita AI: key differences

Novita is a low-cost generalist. Its serverless API spans 200+ open models across LLMs, image, video, speech and embeddings, starting at $0.02 per million tokens, and it serves the full 1M context on DeepSeek V4 Pro. Batch runs 50% off. Subconscious is a specialist with two managed models, GLM 5.3 and DeepSeek V4.1 Flash, and a runtime designed around agents that run past 200K tokens. It prunes the KV cache, bills tokens processed after compression rather than tokens sent, and delivers 2x faster task completion and neutral to 10% better scores on agentic benchmarks. Both speak the OpenAI and Anthropic formats, so trying each on the same agent takes little work.

Novita covers more ground: GPU instances from RTX 3090s to H200s, dedicated endpoints for any Hugging Face model with hot-swappable LoRA adapters, and a Firecracker-based Agent Sandbox billed per second. For indie products and prototypes that want cheap LLM and image calls on one bill, it is the better fit. Enterprise buyers run into its gaps, though: no public SOC 2, HIPAA or VPC peering, looser serverless SLAs and Discord-based support. Subconscious records no prompts or inputs and offers on-prem deployment, which suits long-horizon agents handling private code or documents.

What Subconscious and Novita AI do

Subconscious

Subconscious is an MIT CSAIL spinout in Kendall Square that builds inference for long-horizon agents, the workloads where a single trace runs past 200K tokens and often into the millions. Its runtime drops in as a replacement for vLLM or SGLang. Instead of rereading an ever-growing context on every step, it prunes the KV cache and preserves suffix state, and Subconscious co-designs the runtime with post-trained model variants it calls Marathon. Against open models on standard inference, Subconscious delivers 2x faster task completion, delivers a 5M+ effective context window, cuts cost 50% and up to 80%, and scores neutral to 10% better on agentic benchmarks.

Example models: GLM 5.3, DeepSeek V4.1 Flash

Full Subconscious profile

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.

Example models: DeepSeek V4 Pro, Gemma 4

Full Novita AI profile

Should you choose Subconscious or Novita AI?

Subconscious

Choose Subconscious for

Long agents where billed tokens matter more than per-token price
Private code or documents with no prompt logging
On-prem long-horizon serving

Novita AI

Choose Novita AI for

Cheap LLM and image calls for indie products
A broad multimodal catalog with day-zero open model support
GPUs, dedicated endpoints and agent sandboxes on one bill

Subconscious vs Novita AI at a glance

Attribute	Subconscious	Novita AI
Model access	Open weights	Open weights
Flagship models	GLM 5.3, DeepSeek V4.1 Flash	DeepSeek V4 Pro, Gemma 4
Speed	2x faster task completion	~36 tok/s on DeepSeek V4 Pro
Price	50–80% lower cost; billed on processed tokens	From $0.02 per 1M; batch 50% off
Customization	Marathon post-trained variants	Hot-swappable LoRA adapters
Deployment	Managed API, dedicated, on-prem	Serverless, GPU cloud, dedicated
Long context	5M+ effective context	Full 1M on DeepSeek V4 Pro

Frequently asked questions

What is the difference between Subconscious and Novita AI?

Novita competes on low prices across 200+ models. Subconscious competes on what long agents actually cost: the tokens processed across a growing trace.

When should I choose Subconscious over Novita AI?

Long agents where billed tokens matter more than per-token price; Private code or documents with no prompt logging; On-prem long-horizon serving.

When should I choose Novita AI over Subconscious?

Cheap LLM and image calls for indie products; A broad multimodal catalog with day-zero open model support; GPUs, dedicated endpoints and agent sandboxes on one bill.

Is Subconscious or Novita AI cheaper?

Subconscious: 50–80% lower cost; billed on processed tokens. Novita AI: From $0.02 per 1M; batch 50% off. The cheaper choice depends on the model and workload.

Which has more context, Subconscious or Novita AI?

Subconscious: 5M+ effective context. Novita AI: Full 1M on DeepSeek V4 Pro.

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Run your longest agent traces on Subconscious

Point the OpenAI or Anthropic SDK, or the coding agent you already use, at Subconscious. Keep Novita AI for the work it does best and send the long runs to us.

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