Which AI model should we pick—big vendor or open source?

Short answer: Choose per use case. Use managed (big vendor) when speed and convenience matter; consider open source when control, privacy, or cost predictability matters.

How to decide

  • What’s the job? Writing short emails ≠ analyzing confidential contracts.

  • What are the rules? If data must never leave your system, open source (hosted by you) may fit.

  • What’s the budget and timeline? Managed services get you moving fast; open source can reduce run costs if you have the team to run it.

Practical play

  • Start with a managed model to learn fast.

  • In parallel, test an open-source model for sensitive or high-volume tasks.

  • Keep your options open with a simple “adapter layer” so you can swap models later.

Example

Marketing drafts blog outlines with a managed model. Legal reviews contracts with an open-source model running in your private cloud.

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