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GMI Cloud vs StreamLake

Two Asia-rooted clouds. StreamLake sells Kuaishou's KAT-Coder models from China; GMI Cloud hosts many providers' models in Taiwan, Thailand and Malaysia.

By The Subconscious Team · Updated

GMI Cloud vs StreamLake: key differences

StreamLake and GMI Cloud both pair model APIs with bare-metal style compute, and both have roots in Asia, but they serve different buyers. StreamLake is Kuaishou's AI cloud, led by its proprietary KAT-Coder-Pro V2.5 agentic coding model with per-token or Coding Plan pricing and a Claude-protocol proxy for Claude Code. It targets Chinese internet businesses and keeps data in China. GMI is a US and APAC GPU cloud on owned NVIDIA hardware, serving 200+ open and third-party models across text, image, video and audio.

For an APAC company that needs data outside mainland China, GMI's facilities in Taiwan, Thailand and Malaysia are the relevant option. For a developer who specifically wants Kuaishou's coding model on a subscription, StreamLake is the direct source. GMI's catalog is broader in modalities, though its LLM list is smaller than the biggest US hosts. StreamLake's is centered on coding.

What GMI Cloud and StreamLake do

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, B200 and GB200 supply, with GB300 on pre-order. In March 2026 it announced a 1GW sovereign AI factory in Kagoshima, Japan. The company pivoted from crypto mining into AI, which gave it experience standing up high-density power and cooling fast. In September 2026 it raised $668M: a $223M Series B led by ARCHIV with NVIDIA participating, plus a $445M credit facility led by CTBC. It reports over $600M in contracted ARR and about 4T tokens a week on its inference platform.

Example models: DeepSeek V4 Flash, GLM-5.2, Google Veo

Full GMI Cloud profile

StreamLake

StreamLake is the AI cloud brand of Kuaishou, the Chinese short-video company behind the Kling video models. It sells model-as-a-service inference and bare-metal compute to internet businesses, drawing on the infrastructure Kuaishou built to serve video at massive scale. Its developer site offers APIs, SDKs and integration guides aimed at taking teams from testing to production, and its Vanchin platform also hosts third-party open models from DeepSeek and GLM, most recently DeepSeek V4.1 Flash 1017.

Example models: KAT-Coder-Pro V2.5, KAT-Coder-Air V2.5

Full StreamLake profile

Should you choose GMI Cloud or StreamLake?

GMI Cloud

Choose GMI Cloud for

  • APAC residency outside mainland China
  • Multimodal apps combining LLMs with video and audio
  • Scaling onto reserved H100 or H200 capacity

StreamLake

Choose StreamLake for

  • Agentic coding on KAT-Coder through a subscription
  • Running a proprietary coder inside Claude Code
  • Chinese businesses wanting domestic MaaS and bare metal

GMI Cloud vs StreamLake at a glance

AttributeGMI CloudStreamLake
Model accessOpen and third-party modelsProprietary coding models, plus hosted open models
Flagship modelsDeepSeek V4 Flash, GLM-5.2, Google VeoKAT-Coder-Pro V2.5, KAT-Coder-Air V2.5
SpeedNear bare-metal performanceUnknown
PriceH100 from $2.60/GPU-hr$0.74 in, $2.96 out (Pro V2.5), or KwaiKAT Coding Plan
CustomizationUnknownUnknown
DeploymentShared, autoscaling, reserved GPUsMaaS API, bare metal
Long contextVaries by model256K

Frequently asked questions

What is the difference between GMI Cloud and StreamLake?

Two Asia-rooted clouds. StreamLake sells Kuaishou's KAT-Coder models from China; GMI Cloud hosts many providers' models in Taiwan, Thailand and Malaysia.

When should I choose GMI Cloud over StreamLake?

APAC residency outside mainland China; Multimodal apps combining LLMs with video and audio; Scaling onto reserved H100 or H200 capacity.

When should I choose StreamLake over GMI Cloud?

Agentic coding on KAT-Coder through a subscription; Running a proprietary coder inside Claude Code; Chinese businesses wanting domestic MaaS and bare metal.

Is GMI Cloud or StreamLake cheaper?

GMI Cloud: H100 from $2.60/GPU-hr. StreamLake: $0.74 in, $2.96 out (Pro V2.5), or KwaiKAT Coding Plan. The cheaper choice depends on the model and workload.

Which has more context, GMI Cloud or StreamLake?

GMI Cloud: Varies by model. StreamLake: 256K.

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