Local LLMs vs Cloud APIs: The Real Cost and Trade-Off Guide
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How to evaluate on-prem and self-hosted LLMs against API providers for your infrastructure Choosing between a local LLM and a cloud API is not a binary decision between two equivalent products at different price points. It is a decision between two architectures with distinct cost structures, privacy models, performance characteristics, and quality profiles. Teams that treat it as a simple cost optimization exercise typically end up rearchitecting after six months of production pain. Why this…
1Key Takeaways
- How to evaluate on-prem and self-hosted LLMs against API providers for your infrastructure Choosing between a local LLM and a cloud API is not a binary decision between two equivalent products at different price points.
- It is a decision between two architectures with distinct cost structures, privacy models, performance characteristics, and quality profiles.
- Teams that treat it as a simple cost optimization exercise typically end up rearchitecting after six months of production pain.
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3Why it matters
Coding AI shifts how fast software ships and how much human review each change needs. DEV — ML reports that how to evaluate on-prem and self-hosted LLMs against API providers for your infrastructure Choosing between a local LLM and a cloud API is not a binary decision between two equivalent products at different price points.
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