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Local vs Cloud LLMs: A Practical Decision Framework

7 min read • • INTELLIFY Engineering

Choosing between hosted cloud model APIs and self-hosted open-weights models is a pivotal architectural decision impacting both product unit economics and data sovereignty.

When to Choose Managed Cloud APIs

Cloud APIs excel during early validation and prototyping, where immediate access to frontier reasoning capabilities is essential without upfront infrastructure management.

When to Choose Local or Private Deployments

Some workloads may require or benefit from private or local deployments to meet specific data-residency, confidentiality, latency, or governance requirements. The right choice depends on the actual constraints, threat model, operating environment, and provider terms.

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