Cloudflare Workers AI vs GMI Cloud

GMI Cloud owns its NVIDIA hardware, offers APAC residency and serves 100+ text, image, video and audio models. Workers AI is Cloudflare's serverless LLM layer.

By The Subconscious Team · Updated September 30, 2026

Cloudflare Workers AI vs GMI Cloud: key differences

GMI's Inference Engine covers 100+ models, including 45+ LLMs and 50+ video models from providers like Google Veo, Kling and ElevenLabs, so it handles multimodal apps that Workers AI does not. Its entry pricing is low, with GLM-4.7-Flash at $0.07 in and $0.40 out. Workers AI's 50+ models lean toward frontier LLMs, such as GLM 5.3 at $1.40 in and $4.40 out, Kimi K2.7 Code and DeepSeek V4 with 1M context. GMI's own profile notes its LLM catalog is smaller and less current than larger US hosts.

Infrastructure is the other axis. GMI runs Tier-4 data centers in Silicon Valley, Colorado, Taiwan, Thailand and Malaysia, and lets customers move from shared endpoints to autoscaling to reserved H100 or H200 capacity on one API. Its near bare-metal performance claim has little third-party benchmarking behind it. Workers AI has no reserved or dedicated capacity for large models, but it gives developers a free daily tier, prefix caching, AI Gateway and direct calls from Workers code, which GMI does not match.

What Cloudflare Workers AI and GMI Cloud 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

GMI Cloud

GMI Cloud is a vertically integrated GPU cloud and inference platform that owns its NVIDIA hardware. It runs Tier-4 data centers in Silicon Valley, Colorado, Taiwan, Thailand and Malaysia, and as an NVIDIA Cloud Partner it gets priority access to H100, H200 and B200 supply. The company pivoted from crypto mining into AI, which gave it experience standing up high-density power and cooling fast. An $82M Series A came from Headline, Wistron and Thai energy group Banpu.

Example models: GLM-4.7-Flash, Google Veo

Full GMI Cloud profile

Should you choose Cloudflare Workers AI or GMI Cloud?

Cloudflare Workers AI

Choose Cloudflare Workers AI for

Frontier open LLMs in a developer platform
Coding agents on Kimi K2.7 Code
Cheap experiments on the free tier

GMI Cloud

Choose GMI Cloud for

Inference kept in-region across Asia-Pacific
LLMs and video generation on one bill
Reserved H100 or H200 capacity

Cloudflare Workers AI vs GMI Cloud at a glance

Attribute	Cloudflare Workers AI	GMI Cloud
Model access	Open weights	Open and third-party models
Flagship models	DeepSeek V4 Pro, GLM 5.3, Kimi K2.7 Code, gpt-oss 120B	GLM-4.7-Flash, Google Veo
Speed	Unknown	Near bare-metal performance
Price	$0.011 per 1K Neurons; 10K free daily	$0.07 in, $0.40 out (GLM-4.7-Flash)
Customization	BYO LoRA on small models (beta)	Unknown
Deployment	Serverless on Cloudflare network	Shared, autoscaling, reserved GPUs
Long context	1M on DeepSeek V4; 262K on Kimi	Varies by model

Frequently asked questions

What is the difference between Cloudflare Workers AI and GMI Cloud?

GMI Cloud owns its NVIDIA hardware, offers APAC residency and serves 100+ text, image, video and audio models. Workers AI is Cloudflare's serverless LLM layer.

When should I choose Cloudflare Workers AI over GMI Cloud?

Frontier open LLMs in a developer platform; Coding agents on Kimi K2.7 Code; Cheap experiments on the free tier.

When should I choose GMI Cloud over Cloudflare Workers AI?

Inference kept in-region across Asia-Pacific; LLMs and video generation on one bill; Reserved H100 or H200 capacity.

Is Cloudflare Workers AI or GMI Cloud cheaper?

Cloudflare Workers AI: $0.011 per 1K Neurons; 10K free daily. GMI Cloud: $0.07 in, $0.40 out (GLM-4.7-Flash). The cheaper choice depends on the model and workload.

Which has more context, Cloudflare Workers AI or GMI Cloud?

Cloudflare Workers AI: 1M on DeepSeek V4; 262K on Kimi. GMI Cloud: Varies by model.

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 GMI Cloud