What Is the NAICS Code for AI Data Centers and GPU Cloud Businesses?
What Is the NAICS Code for AI Data Centers and GPU Cloud Businesses?
AI infrastructure businesses are often difficult to classify because they blend computing, hosting, storage, data processing, and software orchestration. A GPU cloud provider, model hosting platform, colocation-style operator, and AI infrastructure software business may not belong in the same NAICS code.
The right classification usually depends on the primary service being sold. If the business is providing hosted computing infrastructure, data processing, or model serving, it may fit differently than a company primarily developing software or building custom systems.
How to classify AI infrastructure businesses
Hosted compute and model serving
Businesses selling access to compute, hosted environments, inference capacity, or AI processing infrastructure may fit infrastructure and data processing classifications.
Platform software
If the business primarily sells software that manages workloads, optimization, observability, or model deployment, a software or programming classification may be more appropriate.
Facility operations
Some businesses market themselves as AI data centers, but the establishment may actually be providing broader hosting or computing infrastructure services rather than a distinct AI-only activity.
Hybrid infrastructure and services
Many firms mix infrastructure, software, and services. In those cases, the primary source of revenue becomes especially important.
Need expert help choosing the right code?
SICCODE.com provides free reference guidance, but some AI infrastructure businesses sit near the boundary of hosting, data processing, software publishing, and custom programming.
CodeMatch can help when you need expert assistance determining the best-fit NAICS and SIC code for a GPU cloud, model hosting, or AI infrastructure business.
Common NAICS codes reviewed for AI infrastructure businesses
| NAICS Code | Official Title | When it may fit |
|---|---|---|
| 518210 | Computing Infrastructure Providers, Data Processing, Web Hosting, and Related Services | Often the first code reviewed for GPU cloud, model hosting, inference infrastructure, and large-scale hosted AI processing environments. |
| 513210 | Software Publishers | May fit businesses whose main product is a software platform rather than hosted infrastructure capacity. |
| 541511 | Custom Computer Programming Services | May fit firms building custom AI infrastructure solutions or deployment systems for enterprise clients. |
Why these businesses get misclassified
- Many infrastructure firms describe themselves with broad AI language even when the actual service is hosting or data processing.
- Some firms sell platform software layered on top of hosted compute, which creates overlap between software and infrastructure classifications.
- Colocation, hosting, inference APIs, and orchestration software can look similar at a high level but may not belong in the same code.