Cloudflare Workers AI vs Novita AI

Novita AI competes on price and a 200+ model catalog with its own GPU cloud. Workers AI trades breadth for tight integration with Cloudflare's developer platform.

By The Subconscious Team · Updated September 30, 2026

Cloudflare Workers AI vs Novita AI: key differences

Novita is the cheaper and broader host. Its LLM prices start at $0.02 per million, batch runs 50% off, and its 200+ models span LLMs, image, video, speech and voice cloning, with day-zero support for releases like Gemma 4. Workers AI lists 50+ models, and its large LLMs cost more, like DeepSeek V4 Pro at $1.32 in and $3.96 out. Both offer the full 1M context on DeepSeek V4. Novita's measured speed on DeepSeek V4 Pro is about 36 tokens per second; Cloudflare publishes no speed figures, so test both on the same model.

Deployment options favor Novita on paper. It runs dedicated endpoints for any Hugging Face model with hot-swappable LoRA and a 99.5% SLA, plus GPUs from RTX 3090s to H200s and an Agent Sandbox. Workers AI has no dedicated deployment for large models and limits LoRA to small ones. Cloudflare counters on trust and integration: inference sits in the same account as Workers, storage and AI Gateway, while Novita has no public SOC 2 or HIPAA, looser serverless SLAs and Discord-based support.

What Cloudflare Workers AI and Novita AI do

Cloudflare Workers AI

Workers AI is the serverless GPU inference service of Cloudflare, which was founded in 2009. It launched in September 2023 and reached general availability in April 2024. Models run on GPUs inside Cloudflare's own network and are called from a Worker through an AI binding or over REST, including OpenAI-compatible Chat Completions and Embeddings endpoints plus a Responses endpoint for gpt-oss. The catalog lists 50+ open models. Since Kimi K2.5 arrived in March 2026 it has carried frontier-scale LLMs: Kimi K2.6 and K2.7 Code, GLM 5.2 and 5.3, DeepSeek V4 Pro and Flash, gpt-oss 120B and 20B, Qwen 3.8 27B and Llama 4 Scout. DeepSeek V4, added August 14, 2026, was the first to offer the full 1,048,576 token context.

Example models: DeepSeek V4 Pro, GLM 5.3

Full Cloudflare Workers AI 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 Cloudflare Workers AI or Novita AI?

Cloudflare Workers AI

Choose Cloudflare Workers AI for

Teams already standardized on Cloudflare
Inference beside Workers code and storage
Central caching and fallbacks through AI Gateway

Novita AI

Choose Novita AI for

Lowest per-token prices and 50% batch
Multimodal apps across image, video and speech
Dedicated LoRA endpoints on any Hugging Face model

Cloudflare Workers AI vs Novita AI at a glance

Attribute	Cloudflare Workers AI	Novita AI
Model access	Open weights	Open weights
Flagship models	DeepSeek V4 Pro, GLM 5.3, Kimi K2.7 Code, gpt-oss 120B	DeepSeek V4 Pro, Gemma 4
Speed	Unknown	~36 tok/s on DeepSeek V4 Pro
Price	$0.011 per 1K Neurons; 10K free daily	From $0.02 per 1M; batch 50% off
Customization	BYO LoRA on small models (beta)	Hot-swappable LoRA adapters
Deployment	Serverless on Cloudflare network	Serverless, GPU cloud, dedicated
Long context	1M on DeepSeek V4; 262K on Kimi	Full 1M on DeepSeek V4 Pro

Frequently asked questions

What is the difference between Cloudflare Workers AI and Novita AI?

Novita AI competes on price and a 200+ model catalog with its own GPU cloud. Workers AI trades breadth for tight integration with Cloudflare's developer platform.

When should I choose Cloudflare Workers AI over Novita AI?

Teams already standardized on Cloudflare; Inference beside Workers code and storage; Central caching and fallbacks through AI Gateway.

When should I choose Novita AI over Cloudflare Workers AI?

Lowest per-token prices and 50% batch; Multimodal apps across image, video and speech; Dedicated LoRA endpoints on any Hugging Face model.

Is Cloudflare Workers AI or Novita AI cheaper?

Cloudflare Workers AI: $0.011 per 1K Neurons; 10K free daily. Novita AI: From $0.02 per 1M; batch 50% off. The cheaper choice depends on the model and workload.

Which has more context, Cloudflare Workers AI or Novita AI?

Cloudflare Workers AI: 1M on DeepSeek V4; 262K on Kimi. Novita AI: Full 1M on DeepSeek V4 Pro.

Related comparisons

Running long-horizon agents?

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.

Subconscious vs Cloudflare Workers AI Subconscious vs Novita AI