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Self-hosted AI vs. cloud AI

Cloud AI platforms route customer data through their own infrastructure. Self-hosted AI runs the runtime and the model inside the customer environment. The trade-offs are concrete, not philosophical.

Cloud AI platforms route customer data through their own infrastructure. Self-hosted AI runs the runtime and the model inside the customer environment. The trade-offs are concrete, not philosophical.

Side-by-side

Dimension Huitzo Cloud AI (Bedrock, Azure AI, Vertex AI)
Where data is processed Customer environment Vendor cloud
Model portability Model-agnostic Vendor catalog only
Air-gapped operation Supported Not supported
Compliance ownership Customer environment Vendor SOC 2 + customer BAA
Time to first deployment Weeks Days, but couples to vendor

Comparison questions

When is cloud AI the right answer?
When the workload is not subject to data-residency or sovereignty constraints and time-to-first-deployment matters more than portability. Cloud AI is faster to prototype against; the lock-in shows up later.
Does self-hosted AI mean self-managed infrastructure?
Yes — the customer operates the infrastructure. The Huitzo runtime is one Linux service inside an environment the customer already operates.